AI Research Tech Tree
type: Dataset
type: DefinedTermSet
type: Bundle
description: A navigable atlas of selected AI research developments, their recorded relationships, and research directions from 1879 through 2026.
version: 2026-08-21-stable-1
date modified: 2026-08-04
temporal coverage: 1879/2026
is accessible for free: true
keywords: artificial intelligence
keywords: research history
keywords: technology tree
keywords: knowledge graph
keywords: machine learning
has defined term: ROOTS · MATH, NEURO & CYBERNETICS
has defined term: SYMBOLIC AI & KNOWLEDGE
has defined term: SEARCH, PLANNING & GAMES
has defined term: REINFORCEMENT LEARNING & AGENTS
has defined term: NEURAL ARCHITECTURES
has defined term: TRAINING, SCALE & EFFICIENCY
has defined term: LANGUAGE & LLMs
has defined term: VISION & MULTIMODAL
has defined term: GENERATIVE MEDIA
has defined term: PROBABILISTIC & STATISTICAL ML
has defined term: EVOLUTIONARY, NEUROMORPHIC & EXOTIC
has defined term: ROBOTICS & EMBODIED AI
has defined term: SAFETY, ALIGNMENT & INTERPRETABILITY
has defined term: COMPUTE, SYSTEMS & DATA
has defined term: AI FOR SCIENCE & APPLICATIONS
has defined term: Foundational
has defined term: Active
has defined term: Hot frontier
has defined term: Dormant
has defined term: Ended / superseded (legacy)
has defined term: Revived
has defined term: Open direction
has defined term: Markov chains (1906→1913)
has defined term: Frege's Begriffsschrift → Hilbert's formalist program
has defined term: Gödel incompleteness
has defined term: Turing machine
has defined term: Boolean circuits (Shannon's thesis)
has defined term: McCulloch–Pitts neuron
has defined term: Game theory (von Neumann–Morgenstern)
has defined term: Stored-program computer
has defined term: Cybernetics (Wiener)
has defined term: Information theory
has defined term: Hebbian learning
has defined term: Turing test
has defined term: Hodgkin–Huxley neuron model
has defined term: Dartmouth workshop — 'AI' named
has defined term: Cognitive revolution
has defined term: Hubel & Wiesel visual cortex
has defined term: Solomonoff induction
has defined term: Kolmogorov complexity & MDL
has defined term: NP-completeness (Cook–Karp)
has defined term: Chinese Room & symbol grounding
has defined term: Symbolic vs connectionist war
has defined term: Free-energy principle
has defined term: Active inference at scale
has defined term: Logic Theorist
has defined term: LISP
has defined term: General Problem Solver
has defined term: Advice Taker & the logicist creed
has defined term: Resolution theorem proving
has defined term: DENDRAL — first expert system
has defined term: Semantic networks
has defined term: SHRDLU & blocks world
has defined term: Prolog & logic programming
has defined term: Lighthill Report → first AI winter
has defined term: MYCIN
has defined term: Frames (Minsky)
has defined term: AM & EURISKO
has defined term: Blackboard architectures
has defined term: XCON at DEC
has defined term: Non-monotonic logic & frame problem
has defined term: Expert-systems industry
has defined term: Lisp machines
has defined term: Fifth Generation Project
has defined term: SOAR & ACT-R architectures
has defined term: Case-based reasoning

JSON-LD knowledge graph
type: DataDownload
encoding format: application/ld+json

Normalized atlas data
type: DataDownload
encoding format: application/json

Streaming graph records
type: DataDownload
encoding format: application/x-ndjson

ROOTS · MATH, NEURO & CYBERNETICS
type: DefinedTerm
vocab-record type: lane

SYMBOLIC AI & KNOWLEDGE
type: DefinedTerm
vocab-record type: lane

SEARCH, PLANNING & GAMES
type: DefinedTerm
vocab-record type: lane

REINFORCEMENT LEARNING & AGENTS
type: DefinedTerm
vocab-record type: lane

NEURAL ARCHITECTURES
type: DefinedTerm
vocab-record type: lane

TRAINING, SCALE & EFFICIENCY
type: DefinedTerm
vocab-record type: lane

LANGUAGE & LLMs
type: DefinedTerm
vocab-record type: lane

VISION & MULTIMODAL
type: DefinedTerm
vocab-record type: lane

GENERATIVE MEDIA
type: DefinedTerm
vocab-record type: lane

PROBABILISTIC & STATISTICAL ML
type: DefinedTerm
vocab-record type: lane

EVOLUTIONARY, NEUROMORPHIC & EXOTIC
type: DefinedTerm
vocab-record type: lane

ROBOTICS & EMBODIED AI
type: DefinedTerm
vocab-record type: lane

SAFETY, ALIGNMENT & INTERPRETABILITY
type: DefinedTerm
vocab-record type: lane

COMPUTE, SYSTEMS & DATA
type: DefinedTerm
vocab-record type: lane

AI FOR SCIENCE & APPLICATIONS
type: DefinedTerm
vocab-record type: lane

Foundational
type: DefinedTerm
type: vocab-EditorialClassification
alternate name: Found.
description: Legacy editorial classification for developments treated as foundational in this map.
vocab-record type: editorialClassification

Active
type: DefinedTerm
type: vocab-EditorialClassification
alternate name: Active
description: Legacy editorial classification indicating ongoing research or practice.
vocab-record type: editorialClassification

Hot frontier
type: DefinedTerm
type: vocab-EditorialClassification
alternate name: Hot
description: Legacy editorial classification indicating unusually high recent attention.
vocab-record type: editorialClassification

Dormant
type: DefinedTerm
type: vocab-EditorialClassification
alternate name: Dormant
description: Legacy editorial classification; present activity requires node-specific review.
vocab-record type: editorialClassification

Ended / superseded (legacy)
type: DefinedTerm
type: vocab-EditorialClassification
alternate name: Ended
description: Legacy combined bucket; the independent trajectory facet remains unresolved unless re-reviewed.
vocab-record type: editorialClassification

Revived
type: DefinedTerm
type: vocab-EditorialClassification
alternate name: Revived
description: Legacy editorial classification for a revival claim; activity is shown separately.
vocab-record type: editorialClassification

Open direction
type: DefinedTerm
type: vocab-EditorialClassification
alternate name: Open
description: Evidence-marked question or incomplete generalization - from sparse combinations to capabilities that are not yet broadly reliable.
vocab-record type: editorialClassification

Markov chains (1906→1913)
type: DefinedTerm
type: Entity
type: vocab-ResearchDevelopment
description: Markov introduced chains of dependent random variables in work communicated in 1906 and published in 1907, then used a chain model to analyze letter patterns in Eugene Onegin in 1913. The lineage underpins HMMs, MDPs and probabilistic sequence modeling.
citation: Investigation of a Remarkable Case of Dependent Trials
citation: An Example of Statistical Investigation of the Text Eugene Onegin Concerning the Connection of Samples in Chains
vocab-record type: atlasEntry
vocab-start year: 1906
vocab-end year: 1913
vocab-date label: 1906-1913
vocab-chronology milestone: Dependent-variable chains communicated 1906 and published 1907
vocab-chronology milestone: Eugene Onegin text study 1913
vocab-lane: ROOTS · MATH, NEURO & CYBERNETICS
vocab-legacy classification: Foundational
vocab-legacy classification code: f
vocab-legacy classification label: Foundational
vocab-kind: development
vocab-significance: foundational
vocab-activity: not_assessed
vocab-trajectory: not_assessed
vocab-status as of: 2026-08-04
vocab-status confidence: low
vocab-status rationale: Low-confidence editorial migration from the legacy category; unrepresented facets remain unassessed.
vocab-evidence assessment: assessment-node:markov:development
vocab-evidence assessment: assessment-node:markov:mapStatus
vocab-landmark work association: work-link-markov>markov-dependent-trials-1907
vocab-landmark work association: work-link-markov>markov-onegin-1913
vocab-claim fingerprint: 2cbb26f1

Frege's Begriffsschrift → Hilbert's formalist program
type: DefinedTerm
type: Entity
type: vocab-ResearchDevelopment
description: Frege's 1879 Begriffsschrift established a modern formal language for predicate logic; Hilbert's 1920s program pursued formalization and mechanical decision procedures. This 1879–1928 composite is plotted at its beginning so the timeline's starting date is visible and explained.
citation: Begriffsschrift
citation: Grundzüge der theoretischen Logik
vocab-record type: atlasEntry
vocab-start year: 1879
vocab-end year: 1928
vocab-date label: 1879-1928
vocab-chronology milestone: Frege Begriffsschrift 1879
vocab-chronology milestone: Hilbert formalist program 1920s-1928
vocab-lane: ROOTS · MATH, NEURO & CYBERNETICS
vocab-legacy classification: Foundational
vocab-legacy classification code: f
vocab-legacy classification label: Foundational
vocab-kind: development
vocab-significance: foundational
vocab-activity: not_assessed
vocab-trajectory: not_assessed
vocab-status as of: 2026-08-04
vocab-status confidence: low
vocab-status rationale: Low-confidence editorial migration from the legacy category; unrepresented facets remain unassessed.
vocab-evidence assessment: assessment-node:logicprog:development
vocab-evidence assessment: assessment-node:logicprog:mapStatus
vocab-landmark work association: work-link-logicprog>frege-begriffsschrift-1879
vocab-landmark work association: work-link-logicprog>hilbert-ackermann-logic-1928
vocab-claim fingerprint: 4c9c4189

Gödel incompleteness
type: DefinedTerm
type: Entity
type: vocab-ResearchDevelopment
description: Gödel showed that any consistent, effectively axiomatized formal system expressive enough for arithmetic contains true statements it cannot prove. This bounds mechanized reasoning without precluding useful automation.
citation: Über formal unentscheidbare Sätze der Principia Mathematica und verwandter Systeme I
vocab-record type: atlasEntry
vocab-start year: 1931
vocab-end year: 1931
vocab-date label: 1931
vocab-lane: ROOTS · MATH, NEURO & CYBERNETICS
vocab-legacy classification: Foundational
vocab-legacy classification code: f
vocab-legacy classification label: Foundational
vocab-kind: development
vocab-significance: foundational
vocab-activity: not_assessed
vocab-trajectory: not_assessed
vocab-status as of: 2026-08-04
vocab-status confidence: low
vocab-status rationale: Low-confidence editorial migration from the legacy category; unrepresented facets remain unassessed.
vocab-evidence assessment: assessment-node:godel:development
vocab-evidence assessment: assessment-node:godel:mapStatus
vocab-landmark work association: work-link-godel>godel-incompleteness-1931
vocab-claim fingerprint: 66a2215d

Turing machine
type: DefinedTerm
type: Entity
type: vocab-ResearchDevelopment
description: Turing formalized computation with an abstract universal machine. Most digital AI software fits this computational model, while analog and quantum systems extend the hardware story.
citation: On Computable Numbers, with an Application to the Entscheidungsproblem
vocab-record type: atlasEntry
vocab-start year: 1936
vocab-end year: 1936
vocab-date label: 1936
vocab-lane: ROOTS · MATH, NEURO & CYBERNETICS
vocab-legacy classification: Foundational
vocab-legacy classification code: f
vocab-legacy classification label: Foundational
vocab-kind: development
vocab-significance: foundational
vocab-activity: not_assessed
vocab-trajectory: not_assessed
vocab-status as of: 2026-08-04
vocab-status confidence: low
vocab-status rationale: Low-confidence editorial migration from the legacy category; unrepresented facets remain unassessed.
vocab-evidence assessment: assessment-node:turing36:development
vocab-evidence assessment: assessment-node:turing36:mapStatus
vocab-landmark work association: work-link-turing36>turing-computable-numbers-1936
vocab-claim fingerprint: 0c20a3b8

Boolean circuits (Shannon's thesis)
type: DefinedTerm
type: Entity
type: vocab-ResearchDevelopment
description: Switching circuits implement logic. The bridge from abstract symbols to physical hardware.
citation: A Symbolic Analysis of Relay and Switching Circuits
vocab-record type: atlasEntry
vocab-start year: 1937
vocab-end year: 1937
vocab-date label: 1937
vocab-lane: ROOTS · MATH, NEURO & CYBERNETICS
vocab-legacy classification: Foundational
vocab-legacy classification code: f
vocab-legacy classification label: Foundational
vocab-kind: development
vocab-significance: foundational
vocab-activity: not_assessed
vocab-trajectory: not_assessed
vocab-status as of: 2026-08-04
vocab-status confidence: low
vocab-status rationale: Low-confidence editorial migration from the legacy category; unrepresented facets remain unassessed.
vocab-evidence assessment: assessment-node:shannon37:development
vocab-evidence assessment: assessment-node:shannon37:mapStatus
vocab-landmark work association: work-link-shannon37>shannon-switching-thesis-1937
vocab-claim fingerprint: 365be045

McCulloch–Pitts neuron
type: DefinedTerm
type: Entity
type: vocab-ResearchDevelopment
description: McCulloch and Pitts modeled idealized neurons as logical threshold units, creating an early bridge from neurobiology to artificial neural computation.
citation: A Logical Calculus of the Ideas Immanent in Nervous Activity
vocab-record type: atlasEntry
vocab-start year: 1943
vocab-end year: 1943
vocab-date label: 1943
vocab-lane: ROOTS · MATH, NEURO & CYBERNETICS
vocab-legacy classification: Foundational
vocab-legacy classification code: f
vocab-legacy classification label: Foundational
vocab-kind: development
vocab-significance: foundational
vocab-activity: not_assessed
vocab-trajectory: not_assessed
vocab-status as of: 2026-08-04
vocab-status confidence: low
vocab-status rationale: Low-confidence editorial migration from the legacy category; unrepresented facets remain unassessed.
vocab-evidence assessment: assessment-node:mcculloch43:development
vocab-evidence assessment: assessment-node:mcculloch43:mapStatus
vocab-landmark work association: work-link-mcculloch43>mcculloch-pitts-1943
vocab-claim fingerprint: ed9bb4a3

Game theory (von Neumann–Morgenstern)
type: DefinedTerm
type: Entity
type: vocab-ResearchDevelopment
description: Strategic rationality formalized. Underpins multi-agent AI, GANs, poker solvers and mechanism design.
citation: Theory of Games and Economic Behavior
vocab-record type: atlasEntry
vocab-start year: 1944
vocab-end year: 1944
vocab-date label: 1944
vocab-lane: ROOTS · MATH, NEURO & CYBERNETICS
vocab-legacy classification: Foundational
vocab-legacy classification code: f
vocab-legacy classification label: Foundational
vocab-kind: development
vocab-significance: foundational
vocab-activity: not_assessed
vocab-trajectory: not_assessed
vocab-status as of: 2026-08-04
vocab-status confidence: low
vocab-status rationale: Low-confidence editorial migration from the legacy category; unrepresented facets remain unassessed.
vocab-evidence assessment: assessment-node:gametheory:development
vocab-evidence assessment: assessment-node:gametheory:mapStatus
vocab-landmark work association: work-link-gametheory>vonneumann-morgenstern-games-1944
vocab-claim fingerprint: 70809aa5

Stored-program computer
type: DefinedTerm
type: Entity
type: vocab-ResearchDevelopment
description: Stored-program architecture became computing's dominant general-purpose substrate. Specialized accelerators retain it at system level, while neuromorphic, analog and quantum approaches explore alternatives to the von Neumann bottleneck.
citation: First Draft of a Report on the EDVAC
vocab-record type: atlasEntry
vocab-start year: 1945
vocab-end year: 1945
vocab-date label: 1945
vocab-lane: ROOTS · MATH, NEURO & CYBERNETICS
vocab-legacy classification: Foundational
vocab-legacy classification code: f
vocab-legacy classification label: Foundational
vocab-kind: development
vocab-significance: foundational
vocab-activity: not_assessed
vocab-trajectory: not_assessed
vocab-status as of: 2026-08-04
vocab-status confidence: low
vocab-status rationale: Low-confidence editorial migration from the legacy category; unrepresented facets remain unassessed.
vocab-evidence assessment: assessment-node:vonneumann45:development
vocab-evidence assessment: assessment-node:vonneumann45:mapStatus
vocab-landmark work association: work-link-vonneumann45>vonneumann-edvac-1945
vocab-claim fingerprint: 1ea8f18f

Cybernetics (Wiener)
type: DefinedTerm
type: Entity
type: vocab-ResearchDevelopment
description: Feedback, control and communication in animal and machine. Seeded AI, control theory, robotics and the first misalignment worries.
citation: Cybernetics: Or Control and Communication in the Animal and the Machine
vocab-record type: atlasEntry
vocab-start year: 1948
vocab-end year: 1948
vocab-date label: 1948
vocab-lane: ROOTS · MATH, NEURO & CYBERNETICS
vocab-legacy classification: Foundational
vocab-legacy classification code: f
vocab-legacy classification label: Foundational
vocab-kind: development
vocab-significance: foundational
vocab-activity: not_assessed
vocab-trajectory: not_assessed
vocab-status as of: 2026-08-04
vocab-status confidence: low
vocab-status rationale: Low-confidence editorial migration from the legacy category; unrepresented facets remain unassessed.
vocab-evidence assessment: assessment-node:wiener48:development
vocab-evidence assessment: assessment-node:wiener48:mapStatus
vocab-landmark work association: work-link-wiener48>wiener-cybernetics-1948
vocab-claim fingerprint: a4f56b2d

Information theory
type: DefinedTerm
type: Entity
type: vocab-ResearchDevelopment
description: Information quantified; prediction and compression unified. The deep reason language modeling works at all.
citation: A Mathematical Theory of Communication
citation: Information Theory, Inference, and Learning Algorithms
vocab-record type: atlasEntry
vocab-start year: 1948
vocab-end year: 1948
vocab-date label: 1948
vocab-lane: ROOTS · MATH, NEURO & CYBERNETICS
vocab-legacy classification: Foundational
vocab-legacy classification code: f
vocab-legacy classification label: Foundational
vocab-kind: development
vocab-significance: foundational
vocab-activity: not_assessed
vocab-trajectory: not_assessed
vocab-status as of: 2026-08-04
vocab-status confidence: low
vocab-status rationale: Low-confidence editorial migration from the legacy category; unrepresented facets remain unassessed.
vocab-evidence assessment: assessment-node:shannon48:development
vocab-evidence assessment: assessment-node:shannon48:mapStatus
vocab-landmark work association: work-link-shannon48>shannon-communication-1948
vocab-landmark work association: work-link-shannon48>mackay-information-theory-2003
vocab-claim fingerprint: 39194e37

Hebbian learning
type: DefinedTerm
type: Entity
type: vocab-ResearchDevelopment
description: Hebbian learning linked correlated neural activity to synaptic change and remains foundational in associative and biologically plausible learning; modern gradient updates are not generally Hebbian.
citation: The Organization of Behavior
vocab-record type: atlasEntry
vocab-start year: 1949
vocab-end year: 1949
vocab-date label: 1949
vocab-lane: ROOTS · MATH, NEURO & CYBERNETICS
vocab-legacy classification: Foundational
vocab-legacy classification code: f
vocab-legacy classification label: Foundational
vocab-kind: development
vocab-significance: foundational
vocab-activity: not_assessed
vocab-trajectory: not_assessed
vocab-status as of: 2026-08-04
vocab-status confidence: low
vocab-status rationale: Low-confidence editorial migration from the legacy category; unrepresented facets remain unassessed.
vocab-evidence assessment: assessment-node:hebb49:development
vocab-evidence assessment: assessment-node:hebb49:mapStatus
vocab-landmark work association: work-link-hebb49>hebb-organization-behavior-1949
vocab-claim fingerprint: 9c3a0c88

Turing test
type: DefinedTerm
type: Entity
type: vocab-ResearchDevelopment
description: 'Computing Machinery and Intelligence' reframed 'can machines think?' as an imitation game. The field's north star and favorite argument.
citation: Computing Machinery and Intelligence
vocab-record type: atlasEntry
vocab-start year: 1950
vocab-end year: 1950
vocab-date label: 1950
vocab-lane: ROOTS · MATH, NEURO & CYBERNETICS
vocab-legacy classification: Foundational
vocab-legacy classification code: f
vocab-legacy classification label: Foundational
vocab-kind: development
vocab-significance: foundational
vocab-activity: not_assessed
vocab-trajectory: not_assessed
vocab-status as of: 2026-08-04
vocab-status confidence: low
vocab-status rationale: Low-confidence editorial migration from the legacy category; unrepresented facets remain unassessed.
vocab-evidence assessment: assessment-node:turingtest:development
vocab-evidence assessment: assessment-node:turingtest:mapStatus
vocab-landmark work association: work-link-turingtest>turing-computing-machinery-1950
vocab-claim fingerprint: f003e2ba

Hodgkin–Huxley neuron model
type: DefinedTerm
type: Entity
type: vocab-ResearchDevelopment
description: The biophysics of the spike, measured and modeled. Ground truth for spiking networks and neuromorphic silicon.
citation: A Quantitative Description of Membrane Current and Its Application to Conduction and Excitation in Nerve
vocab-record type: atlasEntry
vocab-start year: 1952
vocab-end year: 1952
vocab-date label: 1952
vocab-lane: ROOTS · MATH, NEURO & CYBERNETICS
vocab-legacy classification: Foundational
vocab-legacy classification code: f
vocab-legacy classification label: Foundational
vocab-kind: development
vocab-significance: foundational
vocab-activity: not_assessed
vocab-trajectory: not_assessed
vocab-status as of: 2026-08-04
vocab-status confidence: low
vocab-status rationale: Low-confidence editorial migration from the legacy category; unrepresented facets remain unassessed.
vocab-evidence assessment: assessment-node:hodgkin52:development
vocab-evidence assessment: assessment-node:hodgkin52:mapStatus
vocab-landmark work association: work-link-hodgkin52>hodgkin-huxley-1952
vocab-claim fingerprint: 426d32c9

Dartmouth workshop — 'AI' named
type: DefinedTerm
type: Entity
type: vocab-ResearchDevelopment
description: McCarthy, Minsky, Shannon, Rochester bet a summer could crack intelligence. Wrong on timing, right on ambition — the field's founding myth.
citation: A Proposal for the Dartmouth Summer Research Project on Artificial Intelligence
vocab-record type: atlasEntry
vocab-start year: 1956
vocab-end year: 1956
vocab-date label: 1956
vocab-lane: ROOTS · MATH, NEURO & CYBERNETICS
vocab-legacy classification: Foundational
vocab-legacy classification code: f
vocab-legacy classification label: Foundational
vocab-kind: development
vocab-significance: foundational
vocab-activity: not_assessed
vocab-trajectory: not_assessed
vocab-status as of: 2026-08-04
vocab-status confidence: low
vocab-status rationale: Low-confidence editorial migration from the legacy category; unrepresented facets remain unassessed.
vocab-evidence assessment: assessment-node:dartmouth:development
vocab-evidence assessment: assessment-node:dartmouth:mapStatus
vocab-landmark work association: work-link-dartmouth>dartmouth-ai-proposal-1955
vocab-claim fingerprint: 830f8ba0

Cognitive revolution
type: DefinedTerm
type: Entity
type: vocab-ResearchDevelopment
description: Miller, Chomsky, Newell & Simon recast mind as information processing. Psychology and AI were born entangled.
citation: The Magical Number Seven, Plus or Minus Two
citation: Three Models for the Description of Language
vocab-record type: atlasEntry
vocab-start year: 1956
vocab-end year: 1956
vocab-date label: 1956
vocab-lane: ROOTS · MATH, NEURO & CYBERNETICS
vocab-legacy classification: Foundational
vocab-legacy classification code: f
vocab-legacy classification label: Foundational
vocab-kind: development
vocab-significance: foundational
vocab-activity: not_assessed
vocab-trajectory: not_assessed
vocab-status as of: 2026-08-04
vocab-status confidence: low
vocab-status rationale: Low-confidence editorial migration from the legacy category; unrepresented facets remain unassessed.
vocab-evidence assessment: assessment-node:cogrev:development
vocab-evidence assessment: assessment-node:cogrev:mapStatus
vocab-landmark work association: work-link-cogrev>miller-magical-seven-1956
vocab-landmark work association: work-link-cogrev>chomsky-three-models-1956
vocab-claim fingerprint: be1453c9

Hubel & Wiesel visual cortex
type: DefinedTerm
type: Entity
type: vocab-ResearchDevelopment
description: Orientation-selective cells stacked in layers — the biological blueprint later copied by the neocognitron and CNNs.
vocab-record type: atlasEntry
vocab-start year: 1959
vocab-end year: 1959
vocab-date label: 1959
vocab-lane: ROOTS · MATH, NEURO & CYBERNETICS
vocab-legacy classification: Foundational
vocab-legacy classification code: f
vocab-legacy classification label: Foundational
vocab-kind: development
vocab-significance: foundational
vocab-activity: not_assessed
vocab-trajectory: not_assessed
vocab-status as of: 2026-08-04
vocab-status confidence: low
vocab-status rationale: Low-confidence editorial migration from the legacy category; unrepresented facets remain unassessed.
vocab-evidence assessment: assessment-node:hubel59:development
vocab-evidence assessment: assessment-node:hubel59:mapStatus
vocab-claim fingerprint: f79f7014

Solomonoff induction
type: DefinedTerm
type: Entity
type: vocab-ResearchDevelopment
description: Universal prediction by weighting all programs by simplicity. The idealized learner behind AIXI and compression-based views of intelligence.
vocab-record type: atlasEntry
vocab-start year: 1964
vocab-end year: 1964
vocab-date label: 1964
vocab-lane: ROOTS · MATH, NEURO & CYBERNETICS
vocab-legacy classification: Foundational
vocab-legacy classification code: f
vocab-legacy classification label: Foundational
vocab-kind: development
vocab-significance: foundational
vocab-activity: not_assessed
vocab-trajectory: not_assessed
vocab-status as of: 2026-08-04
vocab-status confidence: low
vocab-status rationale: Low-confidence editorial migration from the legacy category; unrepresented facets remain unassessed.
vocab-evidence assessment: assessment-node:solomonoff:development
vocab-evidence assessment: assessment-node:solomonoff:mapStatus
vocab-claim fingerprint: 4be92ad1

Kolmogorov complexity & MDL
type: DefinedTerm
type: Entity
type: vocab-ResearchDevelopment
description: Learning as compression, formalized. Quietly resurfaces in every era — most recently in 'compression is intelligence' scaling arguments.
vocab-record type: atlasEntry
vocab-start year: 1965
vocab-end year: 1965
vocab-date label: 1965
vocab-lane: ROOTS · MATH, NEURO & CYBERNETICS
vocab-legacy classification: Foundational
vocab-legacy classification code: f
vocab-legacy classification label: Foundational
vocab-kind: development
vocab-significance: foundational
vocab-activity: not_assessed
vocab-trajectory: not_assessed
vocab-status as of: 2026-08-04
vocab-status confidence: low
vocab-status rationale: Low-confidence editorial migration from the legacy category; unrepresented facets remain unassessed.
vocab-evidence assessment: assessment-node:kolmo:development
vocab-evidence assessment: assessment-node:kolmo:mapStatus
vocab-claim fingerprint: 700beb91

NP-completeness (Cook–Karp)
type: DefinedTerm
type: Entity
type: vocab-ResearchDevelopment
description: Which problems are intractable. Explains why naive search-based AI hit walls — and why heuristics and learning are necessary.
citation: The Complexity of Theorem-Proving Procedures
vocab-record type: atlasEntry
vocab-start year: 1971
vocab-end year: 1971
vocab-date label: 1971
vocab-lane: ROOTS · MATH, NEURO & CYBERNETICS
vocab-legacy classification: Foundational
vocab-legacy classification code: f
vocab-legacy classification label: Foundational
vocab-kind: development
vocab-significance: foundational
vocab-activity: not_assessed
vocab-trajectory: not_assessed
vocab-status as of: 2026-08-04
vocab-status confidence: low
vocab-status rationale: Low-confidence editorial migration from the legacy category; unrepresented facets remain unassessed.
vocab-evidence assessment: assessment-node:complexity71:development
vocab-evidence assessment: assessment-node:complexity71:mapStatus
vocab-landmark work association: work-link-complexity71>cook-complexity-1971
vocab-claim fingerprint: 64b60038

Chinese Room & symbol grounding
type: DefinedTerm
type: Entity
type: vocab-ResearchDevelopment
description: Searle: syntax isn't semantics. The grounding critique haunted symbolic AI; multimodal, embodied learning is the modern rebuttal-in-progress.
citation: Minds, Brains, and Programs
vocab-record type: atlasEntry
vocab-start year: 1980
vocab-end year: 1980
vocab-date label: 1980
vocab-lane: ROOTS · MATH, NEURO & CYBERNETICS
vocab-legacy classification: Foundational
vocab-legacy classification code: f
vocab-legacy classification label: Foundational
vocab-kind: development
vocab-significance: foundational
vocab-activity: not_assessed
vocab-trajectory: not_assessed
vocab-status as of: 2026-08-04
vocab-status confidence: low
vocab-status rationale: Low-confidence editorial migration from the legacy category; unrepresented facets remain unassessed.
vocab-evidence assessment: assessment-node:chineseroom:development
vocab-evidence assessment: assessment-node:chineseroom:mapStatus
vocab-landmark work association: work-link-chineseroom>searle-minds-brains-programs-1980
vocab-claim fingerprint: 7c5580f9

Symbolic vs connectionist war
type: DefinedTerm
type: Entity
type: vocab-ResearchDevelopment
description: Fodor & Pylyshyn: can networks compose meaning? The systematicity debate — reopened, not settled, by LLM reasoning.
vocab-record type: atlasEntry
vocab-start year: 1988
vocab-end year: 1988
vocab-date label: 1988
vocab-lane: ROOTS · MATH, NEURO & CYBERNETICS
vocab-legacy classification: Foundational
vocab-legacy classification code: f
vocab-legacy classification label: Foundational
vocab-kind: development
vocab-significance: foundational
vocab-activity: not_assessed
vocab-trajectory: not_assessed
vocab-status as of: 2026-08-04
vocab-status confidence: low
vocab-status rationale: Low-confidence editorial migration from the legacy category; unrepresented facets remain unassessed.
vocab-evidence assessment: assessment-node:conndebate:development
vocab-evidence assessment: assessment-node:conndebate:mapStatus
vocab-claim fingerprint: f3a54f9e

Free-energy principle
type: DefinedTerm
type: Entity
type: vocab-ResearchDevelopment
description: Friston: brains minimize prediction error. Grand, contested, hard to operationalize — the neuroscience shadow of world-model AI.
vocab-record type: atlasEntry
vocab-start year: 2005
vocab-end year: 2005
vocab-date label: 2005
vocab-lane: ROOTS · MATH, NEURO & CYBERNETICS
vocab-legacy classification: Active
vocab-legacy classification code: a
vocab-legacy classification label: Active
vocab-kind: development
vocab-significance: not_assessed
vocab-activity: active
vocab-trajectory: not_assessed
vocab-status as of: 2026-08-04
vocab-status confidence: low
vocab-status rationale: Low-confidence editorial migration from the legacy category; unrepresented facets remain unassessed.
vocab-evidence assessment: assessment-node:freeenergy:development
vocab-evidence assessment: assessment-node:freeenergy:mapStatus
vocab-claim fingerprint: 9cf4521d

Active inference at scale
type: DefinedTerm
type: Entity
type: vocab-OpenResearchDirection
description: Research direction: test whether active-inference objectives can support competitive, large-scale agents. Existing work has not yet established parity with frontier-scale model-based agents.
citation: Deep active inference agents using Monte-Carlo methods
citation: Active Inference in Robotics and Artificial Agents: Survey and Challenges
vocab-record type: atlasEntry
vocab-start year: 2026
vocab-end year: 2026
vocab-date label: 2026
vocab-lane: ROOTS · MATH, NEURO & CYBERNETICS
vocab-legacy classification: Open direction
vocab-legacy classification code: g
vocab-legacy classification label: Open direction
vocab-kind: open_direction
vocab-significance: not_assessed
vocab-activity: not_assessed
vocab-trajectory: not_assessed
vocab-status as of: 2026-08-04
vocab-status confidence: low
vocab-status rationale: Low-confidence editorial migration from the legacy category; unrepresented facets remain unassessed.
vocab-evidence assessment: assessment-node:gap activeinf:development
vocab-evidence assessment: assessment-node:gap activeinf:mapStatus
vocab-research question: Can active-inference objectives produce compute-matched agents that equal strong model-based reinforcement-learning baselines on planning, adaptation, robustness, and efficiency?
vocab-paper association: paper-link-gap activeinf>2006.04176
vocab-paper association: paper-link-gap activeinf>2112.01871
vocab-claim fingerprint: 365cd761
vocab-direction claim state: editorial_hypothesis
vocab-direction as of: 2026-08-04
vocab-direction confidence: high
vocab-closure criteria: Under identical observations, model capacity, environment steps, and tuning budgets, an active-inference agent matches or exceeds strong model-based baselines across several environment families, with objective ablations identifying where expected-free-energy terms add value.
vocab-partial result: Deep active inference with Monte Carlo tree search plans in dSprites and Animal-AI environments.
vocab-partial result: Discrete active-inference agents and the maintained pymdp library establish reproducible small-scale feasibility.
vocab-starter project: Individual: Implement a pymdp or neural active-inference agent on MiniGrid and compare it with PPO and a model-based baseline under fixed environment-step and tuning budgets.
vocab-starter project: Small lab: Run preregistered objective ablations across MiniGrid, Procgen, and selected DeepMind Control Suite tasks, measuring adaptation after dynamics and reward shifts.
vocab-starter project: Well-funded lab: Build a distributed active-inference agent and conduct a compute-matched simulation-to-robot evaluation with robustness, calibration, and wall-clock efficiency measurements.
vocab-counterexample: Fountas et al. demonstrate a deep active-inference MCTS agent in continuous-state simulations.
vocab-counterexample: Sajid et al. compare active inference with reinforcement learning in discrete Gym-style settings.
vocab-counterexample: pymdp provides a maintained implementation for discrete Markov decision processes.
vocab-crowdedness: Low to medium; active communities exist, but large compute-matched benchmark studies are uncommon.
vocab-tractability: High for controlled comparisons and medium for broad generalization or robotics.

Logic Theorist
type: DefinedTerm
type: Entity
type: vocab-ResearchDevelopment
description: Newell & Simon's first AI program — proved theorems from Principia by heuristic search over symbols. AI's opening move.
citation: The Logic Theory Machine: A Complex Information Processing System
vocab-record type: atlasEntry
vocab-start year: 1956
vocab-end year: 1956
vocab-date label: 1956
vocab-lane: SYMBOLIC AI & KNOWLEDGE
vocab-legacy classification: Foundational
vocab-legacy classification code: f
vocab-legacy classification label: Foundational
vocab-kind: development
vocab-significance: foundational
vocab-activity: not_assessed
vocab-trajectory: not_assessed
vocab-status as of: 2026-08-04
vocab-status confidence: low
vocab-status rationale: Low-confidence editorial migration from the legacy category; unrepresented facets remain unassessed.
vocab-evidence assessment: assessment-node:lt56:development
vocab-evidence assessment: assessment-node:lt56:mapStatus
vocab-landmark work association: work-link-lt56>newell-simon-logic-theory-1956
vocab-claim fingerprint: f069b437

LISP
type: DefinedTerm
type: Entity
type: vocab-ResearchDevelopment
description: McCarthy's symbolic language: code as data, recursion, garbage collection. AI's native tongue for 30 years.
citation: Recursive Functions of Symbolic Expressions and Their Computation by Machine, Part I
vocab-record type: atlasEntry
vocab-start year: 1958
vocab-end year: 1958
vocab-date label: 1958
vocab-lane: SYMBOLIC AI & KNOWLEDGE
vocab-legacy classification: Foundational
vocab-legacy classification code: f
vocab-legacy classification label: Foundational
vocab-kind: development
vocab-significance: foundational
vocab-activity: not_assessed
vocab-trajectory: not_assessed
vocab-status as of: 2026-08-04
vocab-status confidence: low
vocab-status rationale: Low-confidence editorial migration from the legacy category; unrepresented facets remain unassessed.
vocab-evidence assessment: assessment-node:lisp:development
vocab-evidence assessment: assessment-node:lisp:mapStatus
vocab-landmark work association: work-link-lisp>mccarthy-recursive-functions-1960
vocab-claim fingerprint: 57a5352d

General Problem Solver
type: DefinedTerm
type: Entity
type: vocab-ResearchDevelopment
description: Means–ends analysis as a theory of thought. 'General' proved elusive beyond puzzles — but it seeded planning and cognitive architectures.
vocab-record type: atlasEntry
vocab-start year: 1959
vocab-end year: 1959
vocab-date label: 1959
vocab-lane: SYMBOLIC AI & KNOWLEDGE
vocab-legacy classification: Foundational
vocab-legacy classification code: f
vocab-legacy classification label: Foundational
vocab-kind: development
vocab-significance: foundational
vocab-activity: not_assessed
vocab-trajectory: not_assessed
vocab-status as of: 2026-08-04
vocab-status confidence: low
vocab-status rationale: Low-confidence editorial migration from the legacy category; unrepresented facets remain unassessed.
vocab-evidence assessment: assessment-node:gps:development
vocab-evidence assessment: assessment-node:gps:mapStatus
vocab-claim fingerprint: 3d580ef8

Advice Taker & the logicist creed
type: DefinedTerm
type: Entity
type: vocab-ResearchDevelopment
description: McCarthy's program: represent knowledge as logical sentences, act by deduction. The purist wing of symbolic AI.
vocab-record type: atlasEntry
vocab-start year: 1959
vocab-end year: 1959
vocab-date label: 1959
vocab-lane: SYMBOLIC AI & KNOWLEDGE
vocab-legacy classification: Foundational
vocab-legacy classification code: f
vocab-legacy classification label: Foundational
vocab-kind: development
vocab-significance: foundational
vocab-activity: not_assessed
vocab-trajectory: not_assessed
vocab-status as of: 2026-08-04
vocab-status confidence: low
vocab-status rationale: Low-confidence editorial migration from the legacy category; unrepresented facets remain unassessed.
vocab-evidence assessment: assessment-node:advicetaker:development
vocab-evidence assessment: assessment-node:advicetaker:mapStatus
vocab-claim fingerprint: df4b3fc4

Resolution theorem proving
type: DefinedTerm
type: Entity
type: vocab-ResearchDevelopment
description: Robinson's single complete inference rule made automated deduction real — and revealed combinatorial explosion as the enemy.
vocab-record type: atlasEntry
vocab-start year: 1965
vocab-end year: 1965
vocab-date label: 1965
vocab-lane: SYMBOLIC AI & KNOWLEDGE
vocab-legacy classification: Foundational
vocab-legacy classification code: f
vocab-legacy classification label: Foundational
vocab-kind: development
vocab-significance: foundational
vocab-activity: not_assessed
vocab-trajectory: not_assessed
vocab-status as of: 2026-08-04
vocab-status confidence: low
vocab-status rationale: Low-confidence editorial migration from the legacy category; unrepresented facets remain unassessed.
vocab-evidence assessment: assessment-node:resolution:development
vocab-evidence assessment: assessment-node:resolution:mapStatus
vocab-claim fingerprint: 14440a29

DENDRAL — first expert system
type: DefinedTerm
type: Entity
type: vocab-ResearchDevelopment
description: Mass-spectrometry chemistry via encoded expertise. Proved domain knowledge beats general search — the knowledge turn begins.
vocab-record type: atlasEntry
vocab-start year: 1965
vocab-end year: 1965
vocab-date label: 1965
vocab-lane: SYMBOLIC AI & KNOWLEDGE
vocab-legacy classification: Foundational
vocab-legacy classification code: f
vocab-legacy classification label: Foundational
vocab-kind: development
vocab-significance: foundational
vocab-activity: not_assessed
vocab-trajectory: not_assessed
vocab-status as of: 2026-08-04
vocab-status confidence: low
vocab-status rationale: Low-confidence editorial migration from the legacy category; unrepresented facets remain unassessed.
vocab-evidence assessment: assessment-node:dendral:development
vocab-evidence assessment: assessment-node:dendral:mapStatus
vocab-claim fingerprint: 653f1f02

Semantic networks
type: DefinedTerm
type: Entity
type: vocab-ResearchDevelopment
description: Quillian's concepts-as-graphs. Ancestor of frames, ontologies, knowledge graphs — and, arguably, of embeddings-as-relations.
vocab-record type: atlasEntry
vocab-start year: 1966
vocab-end year: 1966
vocab-date label: 1966
vocab-lane: SYMBOLIC AI & KNOWLEDGE
vocab-legacy classification: Foundational
vocab-legacy classification code: f
vocab-legacy classification label: Foundational
vocab-kind: development
vocab-significance: foundational
vocab-activity: not_assessed
vocab-trajectory: not_assessed
vocab-status as of: 2026-08-04
vocab-status confidence: low
vocab-status rationale: Low-confidence editorial migration from the legacy category; unrepresented facets remain unassessed.
vocab-evidence assessment: assessment-node:semanticnets:development
vocab-evidence assessment: assessment-node:semanticnets:mapStatus
vocab-claim fingerprint: 430ff3a3

SHRDLU & blocks world
type: DefinedTerm
type: Entity
type: vocab-ResearchDevelopment
description: Winograd's dazzling language-plus-planning demo in a toy world. Famously refused to scale — the archetype of the demo-to-world gap.
vocab-record type: atlasEntry
vocab-start year: 1970
vocab-end year: 1970
vocab-date label: 1970
vocab-lane: SYMBOLIC AI & KNOWLEDGE
vocab-legacy classification: Ended / superseded (legacy)
vocab-legacy classification code: x
vocab-legacy classification label: Ended / superseded (legacy)
vocab-kind: development
vocab-significance: not_assessed
vocab-activity: not_assessed
vocab-trajectory: ambiguous_ended_or_superseded
vocab-status as of: 2026-08-04
vocab-status confidence: low
vocab-status rationale: Low-confidence editorial migration from the legacy category; unrepresented facets remain unassessed.
vocab-evidence assessment: assessment-node:shrdlu:development
vocab-evidence assessment: assessment-node:shrdlu:mapStatus
vocab-claim fingerprint: 9318cfcf

Prolog & logic programming
type: DefinedTerm
type: Entity
type: vocab-ResearchDevelopment
description: Computation as deduction. Once a national strategy (Japan bet on it); now a respected niche in verification, Datalog and answer-set programming.
vocab-record type: atlasEntry
vocab-start year: 1972
vocab-end year: 1972
vocab-date label: 1972
vocab-lane: SYMBOLIC AI & KNOWLEDGE
vocab-legacy classification: Dormant
vocab-legacy classification code: d
vocab-legacy classification label: Dormant
vocab-kind: development
vocab-significance: not_assessed
vocab-activity: dormant
vocab-trajectory: not_assessed
vocab-status as of: 2026-08-04
vocab-status confidence: low
vocab-status rationale: Low-confidence editorial migration from the legacy category; unrepresented facets remain unassessed.
vocab-evidence assessment: assessment-node:prolog:development
vocab-evidence assessment: assessment-node:prolog:mapStatus
vocab-claim fingerprint: a922bbd7

Lighthill Report → first AI winter
type: DefinedTerm
type: Entity
type: vocab-ResearchDevelopment
description: UK review damning AI's unmet promises; with DARPA cuts it froze funding for a decade. The field's first reckoning with its own hype.
vocab-record type: atlasEntry
vocab-start year: 1973
vocab-end year: 1980
vocab-date label: 1973-1980
vocab-chronology milestone: Lighthill Report 1973
vocab-chronology milestone: First AI winter, mid-1970s-1980
vocab-lane: SYMBOLIC AI & KNOWLEDGE
vocab-legacy classification: Ended / superseded (legacy)
vocab-legacy classification code: x
vocab-legacy classification label: Ended / superseded (legacy)
vocab-kind: development
vocab-significance: not_assessed
vocab-activity: not_assessed
vocab-trajectory: ambiguous_ended_or_superseded
vocab-status as of: 2026-08-04
vocab-status confidence: low
vocab-status rationale: Low-confidence editorial migration from the legacy category; unrepresented facets remain unassessed.
vocab-evidence assessment: assessment-node:lighthill:development
vocab-evidence assessment: assessment-node:lighthill:mapStatus
vocab-claim fingerprint: 9faeeb3c

MYCIN
type: DefinedTerm
type: Entity
type: vocab-ResearchDevelopment
description: Rule-based infection diagnosis that rivaled experts — and was never deployed (liability, integration, trust). The expert-system template and its fate in one system.
vocab-record type: atlasEntry
vocab-start year: 1974
vocab-end year: 1974
vocab-date label: 1974
vocab-lane: SYMBOLIC AI & KNOWLEDGE
vocab-legacy classification: Ended / superseded (legacy)
vocab-legacy classification code: x
vocab-legacy classification label: Ended / superseded (legacy)
vocab-kind: development
vocab-significance: not_assessed
vocab-activity: not_assessed
vocab-trajectory: ambiguous_ended_or_superseded
vocab-status as of: 2026-08-04
vocab-status confidence: low
vocab-status rationale: Low-confidence editorial migration from the legacy category; unrepresented facets remain unassessed.
vocab-evidence assessment: assessment-node:mycin:development
vocab-evidence assessment: assessment-node:mycin:mapStatus
vocab-claim fingerprint: 6b5fb71c

Frames (Minsky)
type: DefinedTerm
type: Entity
type: vocab-ResearchDevelopment
description: Structured slots and defaults for commonsense knowledge. Ancestor of objects, schemas, ontologies — and of every 'context' hack since.
citation: A Framework for Representing Knowledge
vocab-record type: atlasEntry
vocab-start year: 1974
vocab-end year: 1974
vocab-date label: 1974
vocab-lane: SYMBOLIC AI & KNOWLEDGE
vocab-legacy classification: Foundational
vocab-legacy classification code: f
vocab-legacy classification label: Foundational
vocab-kind: development
vocab-significance: foundational
vocab-activity: not_assessed
vocab-trajectory: not_assessed
vocab-status as of: 2026-08-04
vocab-status confidence: low
vocab-status rationale: Low-confidence editorial migration from the legacy category; unrepresented facets remain unassessed.
vocab-evidence assessment: assessment-node:frames:development
vocab-evidence assessment: assessment-node:frames:mapStatus
vocab-landmark work association: work-link-frames>minsky-frames-1974
vocab-claim fingerprint: f59056c8

AM & EURISKO
type: DefinedTerm
type: Entity
type: vocab-ResearchDevelopment
description: Lenat's discovery programs invented concepts, won wargame tournaments — then 'ran out of steam.' Their post-mortem led him to Cyc.
vocab-record type: atlasEntry
vocab-start year: 1976
vocab-end year: 1976
vocab-date label: 1976
vocab-lane: SYMBOLIC AI & KNOWLEDGE
vocab-legacy classification: Dormant
vocab-legacy classification code: d
vocab-legacy classification label: Dormant
vocab-kind: development
vocab-significance: not_assessed
vocab-activity: dormant
vocab-trajectory: not_assessed
vocab-status as of: 2026-08-04
vocab-status confidence: low
vocab-status rationale: Low-confidence editorial migration from the legacy category; unrepresented facets remain unassessed.
vocab-evidence assessment: assessment-node:ameurisko:development
vocab-evidence assessment: assessment-node:ameurisko:mapStatus
vocab-claim fingerprint: 8ac7a24b

Blackboard architectures
type: DefinedTerm
type: Entity
type: vocab-ResearchDevelopment
description: HEARSAY-II's shared-workspace coordination of specialist modules. Faded — yet echoes in every multi-agent orchestration framework today.
vocab-record type: atlasEntry
vocab-start year: 1980
vocab-end year: 1980
vocab-date label: 1980
vocab-lane: SYMBOLIC AI & KNOWLEDGE
vocab-legacy classification: Dormant
vocab-legacy classification code: d
vocab-legacy classification label: Dormant
vocab-kind: development
vocab-significance: not_assessed
vocab-activity: dormant
vocab-trajectory: not_assessed
vocab-status as of: 2026-08-04
vocab-status confidence: low
vocab-status rationale: Low-confidence editorial migration from the legacy category; unrepresented facets remain unassessed.
vocab-evidence assessment: assessment-node:blackboard:development
vocab-evidence assessment: assessment-node:blackboard:mapStatus
vocab-claim fingerprint: 62188f8b

XCON at DEC
type: DefinedTerm
type: Entity
type: vocab-ResearchDevelopment
description: Configured VAX orders with 10,000+ rules, saved ~$40M/yr — then drowned in rule-maintenance. The boom's flagship and its cautionary tale.
vocab-record type: atlasEntry
vocab-start year: 1980
vocab-end year: 1980
vocab-date label: 1980
vocab-lane: SYMBOLIC AI & KNOWLEDGE
vocab-legacy classification: Ended / superseded (legacy)
vocab-legacy classification code: x
vocab-legacy classification label: Ended / superseded (legacy)
vocab-kind: development
vocab-significance: not_assessed
vocab-activity: not_assessed
vocab-trajectory: ambiguous_ended_or_superseded
vocab-status as of: 2026-08-04
vocab-status confidence: low
vocab-status rationale: Low-confidence editorial migration from the legacy category; unrepresented facets remain unassessed.
vocab-evidence assessment: assessment-node:xcon:development
vocab-evidence assessment: assessment-node:xcon:mapStatus
vocab-claim fingerprint: dacc3111

Non-monotonic logic & frame problem
type: DefinedTerm
type: Entity
type: vocab-ResearchDevelopment
description: Formalizing defeasible commonsense reasoning. Non-monotonic logics provide rigorous tools, while the broader frame problem remains open and many practical systems use learned or domain-specific workarounds.
vocab-record type: atlasEntry
vocab-start year: 1980
vocab-end year: 1980
vocab-date label: 1980
vocab-lane: SYMBOLIC AI & KNOWLEDGE
vocab-legacy classification: Dormant
vocab-legacy classification code: d
vocab-legacy classification label: Dormant
vocab-kind: development
vocab-significance: not_assessed
vocab-activity: dormant
vocab-trajectory: not_assessed
vocab-status as of: 2026-08-04
vocab-status confidence: low
vocab-status rationale: Low-confidence editorial migration from the legacy category; unrepresented facets remain unassessed.
vocab-evidence assessment: assessment-node:nonmono:development
vocab-evidence assessment: assessment-node:nonmono:mapStatus
vocab-claim fingerprint: e3113820

Expert-systems industry
type: DefinedTerm
type: Entity
type: vocab-ResearchDevelopment
description: Shells, consultancies, and knowledge engineers turned expert systems into an industry. Lisp-machine workstations helped enable the boom; brittle rules and costly upkeep helped collapse it by 1990.
vocab-record type: atlasEntry
vocab-start year: 1981
vocab-end year: 1981
vocab-date label: 1981
vocab-lane: SYMBOLIC AI & KNOWLEDGE
vocab-legacy classification: Ended / superseded (legacy)
vocab-legacy classification code: x
vocab-legacy classification label: Ended / superseded (legacy)
vocab-kind: development
vocab-significance: not_assessed
vocab-activity: not_assessed
vocab-trajectory: ambiguous_ended_or_superseded
vocab-status as of: 2026-08-04
vocab-status confidence: low
vocab-status rationale: Low-confidence editorial migration from the legacy category; unrepresented facets remain unassessed.
vocab-evidence assessment: assessment-node:expertshells:development
vocab-evidence assessment: assessment-node:expertshells:mapStatus
vocab-claim fingerprint: 3a520e15

Lisp machines
type: DefinedTerm
type: Entity
type: vocab-ResearchDevelopment
description: A whole hardware industry (Symbolics, LMI) for symbolic AI — wiped out by commodity workstations by 1987. Hardware bet on a software fad.
vocab-record type: atlasEntry
vocab-start year: 1980
vocab-end year: 1980
vocab-date label: 1980
vocab-lane: SYMBOLIC AI & KNOWLEDGE
vocab-legacy classification: Ended / superseded (legacy)
vocab-legacy classification code: x
vocab-legacy classification label: Ended / superseded (legacy)
vocab-kind: development
vocab-significance: not_assessed
vocab-activity: not_assessed
vocab-trajectory: ambiguous_ended_or_superseded
vocab-status as of: 2026-08-04
vocab-status confidence: low
vocab-status rationale: Low-confidence editorial migration from the legacy category; unrepresented facets remain unassessed.
vocab-evidence assessment: assessment-node:lispmachines:development
vocab-evidence assessment: assessment-node:lispmachines:mapStatus
vocab-claim fingerprint: 13d65b80

Fifth Generation Project
type: DefinedTerm
type: Entity
type: vocab-ResearchDevelopment
description: Japan's $850M national bet on massively parallel logic programming. Delivered little; its shadow scared funders worldwide for a decade.
vocab-record type: atlasEntry
vocab-start year: 1982
vocab-end year: 1982
vocab-date label: 1982
vocab-lane: SYMBOLIC AI & KNOWLEDGE
vocab-legacy classification: Ended / superseded (legacy)
vocab-legacy classification code: x
vocab-legacy classification label: Ended / superseded (legacy)
vocab-kind: development
vocab-significance: not_assessed
vocab-activity: not_assessed
vocab-trajectory: ambiguous_ended_or_superseded
vocab-status as of: 2026-08-04
vocab-status confidence: low
vocab-status rationale: Low-confidence editorial migration from the legacy category; unrepresented facets remain unassessed.
vocab-evidence assessment: assessment-node:fifthgen:development
vocab-evidence assessment: assessment-node:fifthgen:mapStatus
vocab-claim fingerprint: 1151de28

SOAR & ACT-R architectures
type: DefinedTerm
type: Entity
type: vocab-ResearchDevelopment
description: Unified theories of cognition with dedicated labs for decades — marginal to modern AI, but a likely quarry for LLM-agent memory design.
vocab-record type: atlasEntry
vocab-start year: 1983
vocab-end year: 1983
vocab-date label: 1983
vocab-lane: SYMBOLIC AI & KNOWLEDGE
vocab-legacy classification: Dormant
vocab-legacy classification code: d
vocab-legacy classification label: Dormant
vocab-kind: development
vocab-significance: not_assessed
vocab-activity: dormant
vocab-trajectory: not_assessed
vocab-status as of: 2026-08-04
vocab-status confidence: low
vocab-status rationale: Low-confidence editorial migration from the legacy category; unrepresented facets remain unassessed.
vocab-evidence assessment: assessment-node:soar:development
vocab-evidence assessment: assessment-node:soar:mapStatus
vocab-claim fingerprint: 4ff0ff01

Case-based reasoning
type: DefinedTerm
type: Entity
type: vocab-ResearchDevelopment
description: Solve new problems by adapting stored cases. A thriving 90s subfield that faded to niche — conceptually reborn as retrieval-augmented everything.
vocab-record type: atlasEntry
vocab-start year: 1983
vocab-end year: 1983
vocab-date label: 1983
vocab-lane: SYMBOLIC AI & KNOWLEDGE
vocab-legacy classification: Dormant
vocab-legacy classification code: d
vocab-legacy classification label: Dormant
vocab-kind: development
vocab-significance: not_assessed
vocab-activity: dormant
vocab-trajectory: not_assessed
vocab-status as of: 2026-08-04
vocab-status confidence: low
vocab-status rationale: Low-confidence editorial migration from the legacy category; unrepresented facets remain unassessed.
vocab-evidence assessment: assessment-node:cbr:development
vocab-evidence assessment: assessment-node:cbr:mapStatus
vocab-claim fingerprint: 9a1b5479

Cyc — commonsense by hand
type: DefinedTerm
type: Entity
type: vocab-ResearchDevelopment
description: Lenat's 40-year, million-axiom quest to hand-encode common sense. The grandest knowledge-engineering grind; still no general reasoner emerged.
vocab-record type: atlasEntry
vocab-start year: 1984
vocab-end year: 1984
vocab-date label: 1984
vocab-lane: SYMBOLIC AI & KNOWLEDGE
vocab-legacy classification: Dormant
vocab-legacy classification code: d
vocab-legacy classification label: Dormant
vocab-kind: development
vocab-significance: not_assessed
vocab-activity: dormant
vocab-trajectory: not_assessed
vocab-status as of: 2026-08-04
vocab-status confidence: low
vocab-status rationale: Low-confidence editorial migration from the legacy category; unrepresented facets remain unassessed.
vocab-evidence assessment: assessment-node:cyc:development
vocab-evidence assessment: assessment-node:cyc:mapStatus
vocab-claim fingerprint: 6ef9ae7e

Second AI winter
type: DefinedTerm
type: Entity
type: vocab-ResearchDevelopment
description: Expert-system market collapse plus Lisp-machine crash. 'AI' became a dirty word; survivors rebranded as 'machine learning.'
vocab-record type: atlasEntry
vocab-start year: 1988
vocab-end year: 1988
vocab-date label: 1988
vocab-lane: SYMBOLIC AI & KNOWLEDGE
vocab-legacy classification: Ended / superseded (legacy)
vocab-legacy classification code: x
vocab-legacy classification label: Ended / superseded (legacy)
vocab-kind: development
vocab-significance: not_assessed
vocab-activity: not_assessed
vocab-trajectory: ambiguous_ended_or_superseded
vocab-status as of: 2026-08-04
vocab-status confidence: low
vocab-status rationale: Low-confidence editorial migration from the legacy category; unrepresented facets remain unassessed.
vocab-evidence assessment: assessment-node:aiwinter2:development
vocab-evidence assessment: assessment-node:aiwinter2:mapStatus
vocab-claim fingerprint: 29eafa07

Interactive theorem provers
type: DefinedTerm
type: Entity
type: vocab-ResearchDevelopment
description: Coq→Isabelle→Lean: humans and machines formalizing mathematics. A quiet community for 30 years — now the verification substrate for AI mathematicians.
vocab-record type: atlasEntry
vocab-start year: 1989
vocab-end year: 1989
vocab-date label: 1989
vocab-lane: SYMBOLIC AI & KNOWLEDGE
vocab-legacy classification: Revived
vocab-legacy classification code: r
vocab-legacy classification label: Revived
vocab-kind: development
vocab-significance: not_assessed
vocab-activity: active
vocab-trajectory: revived
vocab-status as of: 2026-08-04
vocab-status confidence: low
vocab-status rationale: Low-confidence editorial migration from the legacy category; unrepresented facets remain unassessed.
vocab-evidence assessment: assessment-node:itp:development
vocab-evidence assessment: assessment-node:itp:mapStatus
vocab-claim fingerprint: 43b27ed8

Inductive logic programming
type: DefinedTerm
type: Entity
type: vocab-ResearchDevelopment
description: Learning logic rules from examples. Elegant, interpretable, data-inefficient — sidelined by statistical ML; small revival alongside program synthesis.
vocab-record type: atlasEntry
vocab-start year: 1991
vocab-end year: 1991
vocab-date label: 1991
vocab-lane: SYMBOLIC AI & KNOWLEDGE
vocab-legacy classification: Dormant
vocab-legacy classification code: d
vocab-legacy classification label: Dormant
vocab-kind: development
vocab-significance: not_assessed
vocab-activity: dormant
vocab-trajectory: not_assessed
vocab-status as of: 2026-08-04
vocab-status confidence: low
vocab-status rationale: Low-confidence editorial migration from the legacy category; unrepresented facets remain unassessed.
vocab-evidence assessment: assessment-node:ilp:development
vocab-evidence assessment: assessment-node:ilp:mapStatus
vocab-claim fingerprint: 2f55f389

Description logics & ontologies
type: DefinedTerm
type: Entity
type: vocab-ResearchDevelopment
description: Decidable fragments of logic for taxonomies; became OWL. Industrial ontology work persists; the research frontier moved on.
vocab-record type: atlasEntry
vocab-start year: 1991
vocab-end year: 1991
vocab-date label: 1991
vocab-lane: SYMBOLIC AI & KNOWLEDGE
vocab-legacy classification: Dormant
vocab-legacy classification code: d
vocab-legacy classification label: Dormant
vocab-kind: development
vocab-significance: not_assessed
vocab-activity: dormant
vocab-trajectory: not_assessed
vocab-status as of: 2026-08-04
vocab-status confidence: low
vocab-status rationale: Low-confidence editorial migration from the legacy category; unrepresented facets remain unassessed.
vocab-evidence assessment: assessment-node:dlogic:development
vocab-evidence assessment: assessment-node:dlogic:mapStatus
vocab-claim fingerprint: 0b62acb1

Fuzzy logic
type: DefinedTerm
type: Entity
type: vocab-ResearchDevelopment
description: Zadeh's graded truth. Ran 80s–90s consumer devices (cameras, rice cookers, trains), then drifted out of core AI research entirely.
citation: Fuzzy Sets
vocab-record type: atlasEntry
vocab-start year: 1965
vocab-end year: 1965
vocab-date label: 1965
vocab-lane: SYMBOLIC AI & KNOWLEDGE
vocab-legacy classification: Dormant
vocab-legacy classification code: d
vocab-legacy classification label: Dormant
vocab-kind: development
vocab-significance: not_assessed
vocab-activity: dormant
vocab-trajectory: not_assessed
vocab-status as of: 2026-08-04
vocab-status confidence: low
vocab-status rationale: Low-confidence editorial migration from the legacy category; unrepresented facets remain unassessed.
vocab-evidence assessment: assessment-node:fuzzy:development
vocab-evidence assessment: assessment-node:fuzzy:mapStatus
vocab-landmark work association: work-link-fuzzy>zadeh-fuzzy-sets-1965
vocab-claim fingerprint: ada77a91

Semantic Web (RDF/OWL)
type: DefinedTerm
type: Entity
type: vocab-ResearchDevelopment
description: RDF and OWL standardized a machine-readable web of linked facts. The universal Semantic Web vision receded, but the standards persist in knowledge graphs and linked-data systems.
vocab-record type: atlasEntry
vocab-start year: 2001
vocab-end year: 2001
vocab-date label: 2001
vocab-lane: SYMBOLIC AI & KNOWLEDGE
vocab-legacy classification: Dormant
vocab-legacy classification code: d
vocab-legacy classification label: Dormant
vocab-kind: development
vocab-significance: not_assessed
vocab-activity: dormant
vocab-trajectory: not_assessed
vocab-status as of: 2026-08-04
vocab-status confidence: low
vocab-status rationale: Low-confidence editorial migration from the legacy category; unrepresented facets remain unassessed.
vocab-evidence assessment: assessment-node:semweb:development
vocab-evidence assessment: assessment-node:semweb:mapStatus
vocab-claim fingerprint: 66f67e64

Knowledge graphs at scale
type: DefinedTerm
type: Entity
type: vocab-ResearchDevelopment
description: Google KG, Wikidata: semantic networks reborn industrially. Now the structured complement — and grounding source — for LLMs.
vocab-record type: atlasEntry
vocab-start year: 2012
vocab-end year: 2012
vocab-date label: 2012
vocab-lane: SYMBOLIC AI & KNOWLEDGE
vocab-legacy classification: Revived
vocab-legacy classification code: r
vocab-legacy classification label: Revived
vocab-kind: development
vocab-significance: not_assessed
vocab-activity: active
vocab-trajectory: revived
vocab-status as of: 2026-08-04
vocab-status confidence: low
vocab-status rationale: Low-confidence editorial migration from the legacy category; unrepresented facets remain unassessed.
vocab-evidence assessment: assessment-node:kgraphs:development
vocab-evidence assessment: assessment-node:kgraphs:mapStatus
vocab-claim fingerprint: e7efd9e2

Neuro-symbolic AI
type: DefinedTerm
type: Entity
type: vocab-ResearchDevelopment
description: Marrying networks and symbols: program synthesis, tool use, logic-guided decoding. Perennial hope, real progress, no unified paradigm yet.
vocab-record type: atlasEntry
vocab-start year: 2019
vocab-end year: 2019
vocab-date label: 2019
vocab-lane: SYMBOLIC AI & KNOWLEDGE
vocab-legacy classification: Active
vocab-legacy classification code: a
vocab-legacy classification label: Active
vocab-kind: development
vocab-significance: not_assessed
vocab-activity: active
vocab-trajectory: not_assessed
vocab-status as of: 2026-08-04
vocab-status confidence: low
vocab-status rationale: Low-confidence editorial migration from the legacy category; unrepresented facets remain unassessed.
vocab-evidence assessment: assessment-node:neurosymbolic:development
vocab-evidence assessment: assessment-node:neurosymbolic:mapStatus
vocab-claim fingerprint: 327baf78

Symbolic rigor at LLM scale
type: DefinedTerm
type: Entity
type: vocab-OpenResearchDirection
description: Research direction: combine broad language-model capabilities with end-to-end formal verification. Current systems demonstrate verified reasoning in bounded mathematics and code settings; broad coverage remains unresolved.
citation: DeepSeek-Prover-V2: Advancing Formal Mathematical Reasoning via Reinforcement Learning for Subgoal Decomposition
citation: VeriSoftBench: Repository-Scale Formal Verification Benchmarks for Lean
vocab-record type: atlasEntry
vocab-start year: 2026
vocab-end year: 2026
vocab-date label: 2026
vocab-lane: SYMBOLIC AI & KNOWLEDGE
vocab-legacy classification: Open direction
vocab-legacy classification code: g
vocab-legacy classification label: Open direction
vocab-kind: open_direction
vocab-significance: not_assessed
vocab-activity: not_assessed
vocab-trajectory: not_assessed
vocab-status as of: 2026-08-04
vocab-status confidence: low
vocab-status rationale: Low-confidence editorial migration from the legacy category; unrepresented facets remain unassessed.
vocab-evidence assessment: assessment-node:gap neurosym:development
vocab-evidence assessment: assessment-node:gap neurosym:mapStatus
vocab-research question: Can a system retain broad language-model coverage while making its consequential inferences machine-checkable?
vocab-paper association: paper-link-gap neurosym>2504.21801
vocab-paper association: paper-link-gap neurosym>2602.18307
vocab-claim fingerprint: e14b8ff1
vocab-direction claim state: editorial_hypothesis
vocab-direction as of: 2026-08-04
vocab-direction confidence: high
vocab-closure criteria: On a predeclared suite spanning mathematics, repository-scale software verification, and structured domain rules, report proof coverage, proof-check success, residual unverified claims, abstentions, and capability loss relative to an otherwise matched unconstrained model.
vocab-partial result: DeepSeek-Prover-V2 demonstrates strong formal mathematics performance in Lean 4.
vocab-partial result: LeanDojo and ReProver make retrieval-augmented theorem proving reproducible at laboratory scale.
vocab-partial result: VeriSoftBench shows that mathematics-specialized provers transfer poorly to dependency-rich software repositories.
vocab-starter project: Individual: Build a proof-coverage auditor for a 7B prover on LeanDojo and VeriSoftBench that separates verified conclusions, unsupported premises, failed proofs, and timeouts.
vocab-starter project: Small lab: Train and evaluate one prover across mathematics and repository-scale software, explicitly measuring transfer loss and dependency-retrieval failures.
vocab-starter project: Well-funded lab: Develop a proof-carrying general assistant whose high-consequence outputs compile into multiple formal backends, with calibrated abstention when formalization is incomplete.
vocab-counterexample: DeepSeek-Prover-V2-671B reports 88.9 percent on MiniF2F and solves 49 of 658 PutnamBench problems.
vocab-counterexample: LeanDojo and ReProver provide open data, tooling, retrieval, and a 98,734-theorem benchmark.
vocab-counterexample: FormalMATH, Leanabell-Prover-V2, and Lean Copilot provide additional narrow formal-reasoning systems.
vocab-crowdedness: High in formal mathematics and medium in cross-domain verification.
vocab-tractability: High for benchmark and tooling work; low for broad end-to-end verification.

Shannon's chess blueprint
type: DefinedTerm
type: Entity
type: vocab-ResearchDevelopment
description: 'Programming a Computer for Playing Chess': minimax plus evaluation functions. The founding document of game AI.
citation: Programming a Computer for Playing Chess
vocab-record type: atlasEntry
vocab-start year: 1950
vocab-end year: 1950
vocab-date label: 1950
vocab-lane: SEARCH, PLANNING & GAMES
vocab-legacy classification: Foundational
vocab-legacy classification code: f
vocab-legacy classification label: Foundational
vocab-kind: development
vocab-significance: foundational
vocab-activity: not_assessed
vocab-trajectory: not_assessed
vocab-status as of: 2026-08-04
vocab-status confidence: low
vocab-status rationale: Low-confidence editorial migration from the legacy category; unrepresented facets remain unassessed.
vocab-evidence assessment: assessment-node:shannonchess:development
vocab-evidence assessment: assessment-node:shannonchess:mapStatus
vocab-landmark work association: work-link-shannonchess>shannon-chess-1950
vocab-claim fingerprint: 1215b16a

Alpha–beta & heuristic search
type: DefinedTerm
type: Entity
type: vocab-ResearchDevelopment
description: Pruning cut game trees exponentially; heuristic evaluation made search practical. The workhorse of classical AI.
vocab-record type: atlasEntry
vocab-start year: 1958
vocab-end year: 1958
vocab-date label: 1958
vocab-lane: SEARCH, PLANNING & GAMES
vocab-legacy classification: Foundational
vocab-legacy classification code: f
vocab-legacy classification label: Foundational
vocab-kind: development
vocab-significance: foundational
vocab-activity: not_assessed
vocab-trajectory: not_assessed
vocab-status as of: 2026-08-04
vocab-status confidence: low
vocab-status rationale: Low-confidence editorial migration from the legacy category; unrepresented facets remain unassessed.
vocab-evidence assessment: assessment-node:minimaxab:development
vocab-evidence assessment: assessment-node:minimaxab:mapStatus
vocab-claim fingerprint: 20295f31

A* search
type: DefinedTerm
type: Entity
type: vocab-ResearchDevelopment
description: Optimal pathfinding with admissible heuristics, built for Shakey. In every router, game engine and planner since.
citation: A Formal Basis for the Heuristic Determination of Minimum Cost Paths
vocab-record type: atlasEntry
vocab-start year: 1968
vocab-end year: 1968
vocab-date label: 1968
vocab-lane: SEARCH, PLANNING & GAMES
vocab-legacy classification: Foundational
vocab-legacy classification code: f
vocab-legacy classification label: Foundational
vocab-kind: development
vocab-significance: foundational
vocab-activity: not_assessed
vocab-trajectory: not_assessed
vocab-status as of: 2026-08-04
vocab-status confidence: low
vocab-status rationale: Low-confidence editorial migration from the legacy category; unrepresented facets remain unassessed.
vocab-evidence assessment: assessment-node:astar:development
vocab-evidence assessment: assessment-node:astar:mapStatus
vocab-landmark work association: work-link-astar>hart-nilsson-raphael-astar-1968
vocab-claim fingerprint: 81a8cd23

STRIPS planning
type: DefinedTerm
type: Entity
type: vocab-ResearchDevelopment
description: Actions as precondition/effect schemas. The planning formalism — and the stage on which the frame problem performed.
citation: STRIPS: A New Approach to the Application of Theorem Proving to Problem Solving
vocab-record type: atlasEntry
vocab-start year: 1971
vocab-end year: 1971
vocab-date label: 1971
vocab-lane: SEARCH, PLANNING & GAMES
vocab-legacy classification: Foundational
vocab-legacy classification code: f
vocab-legacy classification label: Foundational
vocab-kind: development
vocab-significance: foundational
vocab-activity: not_assessed
vocab-trajectory: not_assessed
vocab-status as of: 2026-08-04
vocab-status confidence: low
vocab-status rationale: Low-confidence editorial migration from the legacy category; unrepresented facets remain unassessed.
vocab-evidence assessment: assessment-node:strips:development
vocab-evidence assessment: assessment-node:strips:mapStatus
vocab-landmark work association: work-link-strips>fikes-nilsson-strips-1971
vocab-claim fingerprint: 7e33dba4

Constraint satisfaction
type: DefinedTerm
type: Entity
type: vocab-ResearchDevelopment
description: Waltz line-labeling to Mackworth's arc consistency: propagate constraints instead of searching blindly. Scheduling and layout still run on it.
vocab-record type: atlasEntry
vocab-start year: 1977
vocab-end year: 1977
vocab-date label: 1977
vocab-lane: SEARCH, PLANNING & GAMES
vocab-legacy classification: Foundational
vocab-legacy classification code: f
vocab-legacy classification label: Foundational
vocab-kind: development
vocab-significance: foundational
vocab-activity: not_assessed
vocab-trajectory: not_assessed
vocab-status as of: 2026-08-04
vocab-status confidence: low
vocab-status rationale: Low-confidence editorial migration from the legacy category; unrepresented facets remain unassessed.
vocab-evidence assessment: assessment-node:csp:development
vocab-evidence assessment: assessment-node:csp:mapStatus
vocab-claim fingerprint: a4a0e957

Checkers conquered (Chinook)
type: DefinedTerm
type: Entity
type: vocab-ResearchDevelopment
description: First program to win a world title from humans; checkers fully solved by 2007. Proof of how far brute search + endgame tables go.
vocab-record type: atlasEntry
vocab-start year: 1994
vocab-end year: 1994
vocab-date label: 1994
vocab-lane: SEARCH, PLANNING & GAMES
vocab-legacy classification: Foundational
vocab-legacy classification code: f
vocab-legacy classification label: Foundational
vocab-kind: development
vocab-significance: foundational
vocab-activity: not_assessed
vocab-trajectory: not_assessed
vocab-status as of: 2026-08-04
vocab-status confidence: low
vocab-status rationale: Low-confidence editorial migration from the legacy category; unrepresented facets remain unassessed.
vocab-evidence assessment: assessment-node:chinook:development
vocab-evidence assessment: assessment-node:chinook:mapStatus
vocab-claim fingerprint: e9a9067d

Deep Blue beats Kasparov
type: DefinedTerm
type: Entity
type: vocab-ResearchDevelopment
description: 200M positions/sec plus hand-tuned evaluation topples chess. Taught two lessons: search scales, and chess wasn't intelligence after all.
vocab-record type: atlasEntry
vocab-start year: 1997
vocab-end year: 1997
vocab-date label: 1997
vocab-lane: SEARCH, PLANNING & GAMES
vocab-legacy classification: Foundational
vocab-legacy classification code: f
vocab-legacy classification label: Foundational
vocab-kind: development
vocab-significance: foundational
vocab-activity: not_assessed
vocab-trajectory: not_assessed
vocab-status as of: 2026-08-04
vocab-status confidence: low
vocab-status rationale: Low-confidence editorial migration from the legacy category; unrepresented facets remain unassessed.
vocab-evidence assessment: assessment-node:deepblue:development
vocab-evidence assessment: assessment-node:deepblue:mapStatus
vocab-claim fingerprint: 8e2aeec9

Classical planning & PDDL
type: DefinedTerm
type: Entity
type: vocab-ResearchDevelopment
description: Mature solvers, annual competitions, logistics benchmarks — then a plateau outside them. Now probed again as scaffolding for LLM agents.
citation: Artificial Intelligence: A Modern Approach, Fourth Edition
vocab-record type: atlasEntry
vocab-start year: 1998
vocab-end year: 1998
vocab-date label: 1998
vocab-lane: SEARCH, PLANNING & GAMES
vocab-legacy classification: Dormant
vocab-legacy classification code: d
vocab-legacy classification label: Dormant
vocab-kind: development
vocab-significance: not_assessed
vocab-activity: dormant
vocab-trajectory: not_assessed
vocab-status as of: 2026-08-04
vocab-status confidence: low
vocab-status rationale: Low-confidence editorial migration from the legacy category; unrepresented facets remain unassessed.
vocab-evidence assessment: assessment-node:planningpddl:development
vocab-evidence assessment: assessment-node:planningpddl:mapStatus
vocab-landmark work association: work-link-planningpddl>russell-norvig-aima-2020
vocab-claim fingerprint: a7a0e932

Modern SAT/SMT solvers
type: DefinedTerm
type: Entity
type: vocab-ResearchDevelopment
description: CDCL made logical search industrial: chip verification, software analysis. Symbolic AI's quietest, most deployed victory.
vocab-record type: atlasEntry
vocab-start year: 2001
vocab-end year: 2001
vocab-date label: 2001
vocab-lane: SEARCH, PLANNING & GAMES
vocab-legacy classification: Active
vocab-legacy classification code: a
vocab-legacy classification label: Active
vocab-kind: development
vocab-significance: not_assessed
vocab-activity: active
vocab-trajectory: not_assessed
vocab-status as of: 2026-08-04
vocab-status confidence: low
vocab-status rationale: Low-confidence editorial migration from the legacy category; unrepresented facets remain unassessed.
vocab-evidence assessment: assessment-node:satsolvers:development
vocab-evidence assessment: assessment-node:satsolvers:mapStatus
vocab-claim fingerprint: 9e3b7f08

Monte Carlo Tree Search
type: DefinedTerm
type: Entity
type: vocab-ResearchDevelopment
description: Random rollouts + bandit selection cracked Go's branching factor. The bridge from classical search to AlphaGo — and to test-time reasoning.
citation: Bandit Based Monte-Carlo Planning
vocab-record type: atlasEntry
vocab-start year: 2006
vocab-end year: 2006
vocab-date label: 2006
vocab-lane: SEARCH, PLANNING & GAMES
vocab-legacy classification: Foundational
vocab-legacy classification code: f
vocab-legacy classification label: Foundational
vocab-kind: development
vocab-significance: foundational
vocab-activity: not_assessed
vocab-trajectory: not_assessed
vocab-status as of: 2026-08-04
vocab-status confidence: low
vocab-status rationale: Low-confidence editorial migration from the legacy category; unrepresented facets remain unassessed.
vocab-evidence assessment: assessment-node:mcts:development
vocab-evidence assessment: assessment-node:mcts:mapStatus
vocab-landmark work association: work-link-mcts>kocsis-szepesvari-uct-2006
vocab-claim fingerprint: 0727e8c7

Imperfect-info games solved
type: DefinedTerm
type: Entity
type: vocab-ResearchDevelopment
description: Libratus and Pluribus beat top pros via counterfactual regret minimization. Game theory made computational — then the labs moved on.
vocab-record type: atlasEntry
vocab-start year: 2017
vocab-end year: 2017
vocab-date label: 2017
vocab-lane: SEARCH, PLANNING & GAMES
vocab-legacy classification: Foundational
vocab-legacy classification code: f
vocab-legacy classification label: Foundational
vocab-kind: development
vocab-significance: foundational
vocab-activity: not_assessed
vocab-trajectory: not_assessed
vocab-status as of: 2026-08-04
vocab-status confidence: low
vocab-status rationale: Low-confidence editorial migration from the legacy category; unrepresented facets remain unassessed.
vocab-evidence assessment: assessment-node:poker:development
vocab-evidence assessment: assessment-node:poker:mapStatus
vocab-claim fingerprint: 86763067

LLM-guided search
type: DefinedTerm
type: Entity
type: vocab-ResearchDevelopment
description: Tree-of-Thoughts, planner hybrids, verifier-guided decoding: classical search reborn with learned heuristics. The search lane merges into the LLM lane.
citation: PlanBench
citation: LLM+P: Empowering Large Language Models with Optimal Planning Proficiency
citation: Tree of Thoughts
vocab-record type: atlasEntry
vocab-start year: 2023
vocab-end year: 2023
vocab-date label: 2023
vocab-lane: SEARCH, PLANNING & GAMES
vocab-legacy classification: Hot frontier
vocab-legacy classification code: h
vocab-legacy classification label: Hot frontier
vocab-kind: development
vocab-significance: not_assessed
vocab-activity: high_activity
vocab-trajectory: not_assessed
vocab-status as of: 2026-08-04
vocab-status confidence: low
vocab-status rationale: Low-confidence editorial migration from the legacy category; unrepresented facets remain unassessed.
vocab-evidence assessment: assessment-node:llmsearch:development
vocab-evidence assessment: assessment-node:llmsearch:mapStatus
vocab-research tier: integrated
vocab-tag: search
vocab-tag: planning
vocab-tag: language
vocab-research question: When should language models generate heuristics, invoke symbolic planners or defer to explicit verification?
vocab-paper association: paper-link-llmsearch>2206.10498
vocab-paper association: paper-link-llmsearch>2304.11477
vocab-paper association: paper-link-llmsearch>2305.10601
vocab-claim fingerprint: 604272bd

Multi-armed bandits
type: DefinedTerm
type: Entity
type: vocab-ResearchDevelopment
description: Robbins formalized explore-vs-exploit. From clinical trials to UCB — the mathematical kernel inside MCTS and every recommender.
citation: Some Aspects of the Sequential Design of Experiments
vocab-record type: atlasEntry
vocab-start year: 1952
vocab-end year: 1952
vocab-date label: 1952
vocab-lane: REINFORCEMENT LEARNING & AGENTS
vocab-legacy classification: Foundational
vocab-legacy classification code: f
vocab-legacy classification label: Foundational
vocab-kind: development
vocab-significance: foundational
vocab-activity: not_assessed
vocab-trajectory: not_assessed
vocab-status as of: 2026-08-04
vocab-status confidence: low
vocab-status rationale: Low-confidence editorial migration from the legacy category; unrepresented facets remain unassessed.
vocab-evidence assessment: assessment-node:bandits:development
vocab-evidence assessment: assessment-node:bandits:mapStatus
vocab-landmark work association: work-link-bandits>robbins-sequential-design-1952
vocab-claim fingerprint: 0d5118ff

MDPs & Bellman equations
type: DefinedTerm
type: Entity
type: vocab-ResearchDevelopment
description: A mathematical framework for sequential decisions under uncertainty, with dynamic programming and Bellman equations underpinning many planning and value-based reinforcement-learning methods.
citation: A Markovian Decision Process
vocab-record type: atlasEntry
vocab-start year: 1957
vocab-end year: 1957
vocab-date label: 1957
vocab-lane: REINFORCEMENT LEARNING & AGENTS
vocab-legacy classification: Foundational
vocab-legacy classification code: f
vocab-legacy classification label: Foundational
vocab-kind: development
vocab-significance: foundational
vocab-activity: not_assessed
vocab-trajectory: not_assessed
vocab-status as of: 2026-08-04
vocab-status confidence: low
vocab-status rationale: Low-confidence editorial migration from the legacy category; unrepresented facets remain unassessed.
vocab-evidence assessment: assessment-node:mdp:development
vocab-evidence assessment: assessment-node:mdp:mapStatus
vocab-landmark work association: work-link-mdp>bellman-mdp-1957
vocab-claim fingerprint: c2869758

Samuel's checkers learner
type: DefinedTerm
type: Entity
type: vocab-ResearchDevelopment
description: Self-play plus a learned evaluation on 1950s hardware — machine learning's public debut and TD learning's ancestor.
vocab-record type: atlasEntry
vocab-start year: 1959
vocab-end year: 1959
vocab-date label: 1959
vocab-lane: REINFORCEMENT LEARNING & AGENTS
vocab-legacy classification: Foundational
vocab-legacy classification code: f
vocab-legacy classification label: Foundational
vocab-kind: development
vocab-significance: foundational
vocab-activity: not_assessed
vocab-trajectory: not_assessed
vocab-status as of: 2026-08-04
vocab-status confidence: low
vocab-status rationale: Low-confidence editorial migration from the legacy category; unrepresented facets remain unassessed.
vocab-evidence assessment: assessment-node:samuel:development
vocab-evidence assessment: assessment-node:samuel:mapStatus
vocab-claim fingerprint: d5d5edbf

Temporal-difference learning
type: DefinedTerm
type: Entity
type: vocab-ResearchDevelopment
description: Sutton: learn predictions from later predictions. RL's core algorithmic idea — later found running in dopamine neurons.
citation: Learning to Predict by the Methods of Temporal Differences
vocab-record type: atlasEntry
vocab-start year: 1988
vocab-end year: 1988
vocab-date label: 1988
vocab-lane: REINFORCEMENT LEARNING & AGENTS
vocab-legacy classification: Foundational
vocab-legacy classification code: f
vocab-legacy classification label: Foundational
vocab-kind: development
vocab-significance: foundational
vocab-activity: not_assessed
vocab-trajectory: not_assessed
vocab-status as of: 2026-08-04
vocab-status confidence: low
vocab-status rationale: Low-confidence editorial migration from the legacy category; unrepresented facets remain unassessed.
vocab-evidence assessment: assessment-node:tdlearning:development
vocab-evidence assessment: assessment-node:tdlearning:mapStatus
vocab-landmark work association: work-link-tdlearning>sutton-td-1988
vocab-claim fingerprint: fe54fa9c

Q-learning
type: DefinedTerm
type: Entity
type: vocab-ResearchDevelopment
description: Watkins' off-policy value learning with a convergence proof. Tabular RL matured — then waited 24 years for deep nets.
citation: Q-Learning
vocab-record type: atlasEntry
vocab-start year: 1989
vocab-end year: 1989
vocab-date label: 1989
vocab-lane: REINFORCEMENT LEARNING & AGENTS
vocab-legacy classification: Foundational
vocab-legacy classification code: f
vocab-legacy classification label: Foundational
vocab-kind: development
vocab-significance: foundational
vocab-activity: not_assessed
vocab-trajectory: not_assessed
vocab-status as of: 2026-08-04
vocab-status confidence: low
vocab-status rationale: Low-confidence editorial migration from the legacy category; unrepresented facets remain unassessed.
vocab-evidence assessment: assessment-node:qlearning:development
vocab-evidence assessment: assessment-node:qlearning:mapStatus
vocab-landmark work association: work-link-qlearning>watkins-dayan-qlearning-1992
vocab-claim fingerprint: 52c61281

TD-Gammon
type: DefinedTerm
type: Entity
type: vocab-ResearchDevelopment
description: Neural net + TD self-play reached top-human backgammon. The AlphaGo recipe, 24 years early — then largely ignored for a decade.
vocab-record type: atlasEntry
vocab-start year: 1992
vocab-end year: 1992
vocab-date label: 1992
vocab-lane: REINFORCEMENT LEARNING & AGENTS
vocab-legacy classification: Foundational
vocab-legacy classification code: f
vocab-legacy classification label: Foundational
vocab-kind: development
vocab-significance: foundational
vocab-activity: not_assessed
vocab-trajectory: not_assessed
vocab-status as of: 2026-08-04
vocab-status confidence: low
vocab-status rationale: Low-confidence editorial migration from the legacy category; unrepresented facets remain unassessed.
vocab-evidence assessment: assessment-node:tdgammon:development
vocab-evidence assessment: assessment-node:tdgammon:mapStatus
vocab-claim fingerprint: 2d092a98

Policy gradients (REINFORCE → actor–critic)
type: DefinedTerm
type: Entity
type: vocab-ResearchDevelopment
description: REINFORCE optimized policies directly from sampled returns; actor–critic methods paired that policy with a learned value function. This is the missing bridge to PPO and RLHF.
citation: Simple Statistical Gradient-Following Algorithms for Connectionist Reinforcement Learning
vocab-record type: atlasEntry
vocab-start year: 1992
vocab-end year: 2000
vocab-date label: 1992-2000
vocab-chronology milestone: REINFORCE 1992
vocab-chronology milestone: Policy-gradient actor-critic consolidation, late 1990s
vocab-lane: REINFORCEMENT LEARNING & AGENTS
vocab-legacy classification: Foundational
vocab-legacy classification code: f
vocab-legacy classification label: Foundational
vocab-kind: development
vocab-significance: foundational
vocab-activity: not_assessed
vocab-trajectory: not_assessed
vocab-status as of: 2026-08-04
vocab-status confidence: low
vocab-status rationale: Low-confidence editorial migration from the legacy category; unrepresented facets remain unassessed.
vocab-evidence assessment: assessment-node:policygrad:development
vocab-evidence assessment: assessment-node:policygrad:mapStatus
vocab-landmark work association: work-link-policygrad>williams-reinforce-1992
vocab-claim fingerprint: 4e09913e

Dopamine = TD error
type: DefinedTerm
type: Entity
type: vocab-ResearchDevelopment
description: Schultz's recordings matched TD prediction error. Neuroscience validated RL's core signal — a rare two-way street between AI and brain.
vocab-record type: atlasEntry
vocab-start year: 1997
vocab-end year: 1997
vocab-date label: 1997
vocab-lane: REINFORCEMENT LEARNING & AGENTS
vocab-legacy classification: Foundational
vocab-legacy classification code: f
vocab-legacy classification label: Foundational
vocab-kind: development
vocab-significance: foundational
vocab-activity: not_assessed
vocab-trajectory: not_assessed
vocab-status as of: 2026-08-04
vocab-status confidence: low
vocab-status rationale: Low-confidence editorial migration from the legacy category; unrepresented facets remain unassessed.
vocab-evidence assessment: assessment-node:dopamine:development
vocab-evidence assessment: assessment-node:dopamine:mapStatus
vocab-claim fingerprint: 28231265

RL synthesis (Sutton & Barto)
type: DefinedTerm
type: Entity
type: vocab-ResearchDevelopment
description: REINFORCE, actor-critic, the textbook. Reinforcement learning becomes a coherent field with a shared language.
citation: Reinforcement Learning: An Introduction, Second Edition
vocab-record type: atlasEntry
vocab-start year: 1998
vocab-end year: 1998
vocab-date label: 1998
vocab-lane: REINFORCEMENT LEARNING & AGENTS
vocab-legacy classification: Foundational
vocab-legacy classification code: f
vocab-legacy classification label: Foundational
vocab-kind: development
vocab-significance: foundational
vocab-activity: not_assessed
vocab-trajectory: not_assessed
vocab-status as of: 2026-08-04
vocab-status confidence: low
vocab-status rationale: Low-confidence editorial migration from the legacy category; unrepresented facets remain unassessed.
vocab-evidence assessment: assessment-node:rlbook:development
vocab-evidence assessment: assessment-node:rlbook:mapStatus
vocab-landmark work association: work-link-rlbook>sutton-barto-rl-2018
vocab-claim fingerprint: 34f73e02

Hierarchical RL (options)
type: DefinedTerm
type: Entity
type: vocab-ResearchDevelopment
description: Temporal abstraction: learn skills, compose them. Perennially promising, perpetually stuck — LLM planners now route around it from above.
vocab-record type: atlasEntry
vocab-start year: 1999
vocab-end year: 1999
vocab-date label: 1999
vocab-lane: REINFORCEMENT LEARNING & AGENTS
vocab-legacy classification: Dormant
vocab-legacy classification code: d
vocab-legacy classification label: Dormant
vocab-kind: development
vocab-significance: not_assessed
vocab-activity: dormant
vocab-trajectory: not_assessed
vocab-status as of: 2026-08-04
vocab-status confidence: low
vocab-status rationale: Low-confidence editorial migration from the legacy category; unrepresented facets remain unassessed.
vocab-evidence assessment: assessment-node:hrl:development
vocab-evidence assessment: assessment-node:hrl:mapStatus
vocab-claim fingerprint: df0dfb29

DQN — Atari from pixels
type: DefinedTerm
type: Entity
type: vocab-ResearchDevelopment
description: Deep nets + Q-learning + experience replay: one algorithm, 49 games, superhuman on many. Deep RL ignites (and DeepMind gets acquired).
citation: Playing Atari with Deep Reinforcement Learning
vocab-record type: atlasEntry
vocab-start year: 2013
vocab-end year: 2013
vocab-date label: 2013
vocab-lane: REINFORCEMENT LEARNING & AGENTS
vocab-legacy classification: Foundational
vocab-legacy classification code: f
vocab-legacy classification label: Foundational
vocab-kind: development
vocab-significance: foundational
vocab-activity: not_assessed
vocab-trajectory: not_assessed
vocab-status as of: 2026-08-04
vocab-status confidence: low
vocab-status rationale: Low-confidence editorial migration from the legacy category; unrepresented facets remain unassessed.
vocab-evidence assessment: assessment-node:dqn:development
vocab-evidence assessment: assessment-node:dqn:mapStatus
vocab-research tier: integrated
vocab-paper association: paper-link-dqn>1312.5602
vocab-claim fingerprint: f79234b8

AlphaGo beats Lee Sedol
type: DefinedTerm
type: Entity
type: vocab-ResearchDevelopment
description: Policy/value networks + MCTS + self-play. Move 37 became the era's cultural shockwave — a decade ahead of expert predictions.
citation: Mastering the Game of Go with Deep Neural Networks and Tree Search
vocab-record type: atlasEntry
vocab-start year: 2016
vocab-end year: 2016
vocab-date label: 2016
vocab-lane: REINFORCEMENT LEARNING & AGENTS
vocab-legacy classification: Foundational
vocab-legacy classification code: f
vocab-legacy classification label: Foundational
vocab-kind: development
vocab-significance: foundational
vocab-activity: not_assessed
vocab-trajectory: not_assessed
vocab-status as of: 2026-08-04
vocab-status confidence: low
vocab-status rationale: Low-confidence editorial migration from the legacy category; unrepresented facets remain unassessed.
vocab-evidence assessment: assessment-node:alphago:development
vocab-evidence assessment: assessment-node:alphago:mapStatus
vocab-landmark work association: work-link-alphago>silver-alphago-2016
vocab-claim fingerprint: 9157285c

AlphaZero / MuZero
type: DefinedTerm
type: Entity
type: vocab-ResearchDevelopment
description: Tabula-rasa self-play mastering Go, chess, shogi; MuZero learns the rules too. Search and learning unified — the lane's high-water mark.
citation: Mastering Chess and Shogi by Self-Play with a General Reinforcement Learning Algorithm
vocab-record type: atlasEntry
vocab-start year: 2017
vocab-end year: 2017
vocab-date label: 2017
vocab-lane: REINFORCEMENT LEARNING & AGENTS
vocab-legacy classification: Foundational
vocab-legacy classification code: f
vocab-legacy classification label: Foundational
vocab-kind: development
vocab-significance: foundational
vocab-activity: not_assessed
vocab-trajectory: not_assessed
vocab-status as of: 2026-08-04
vocab-status confidence: low
vocab-status rationale: Low-confidence editorial migration from the legacy category; unrepresented facets remain unassessed.
vocab-evidence assessment: assessment-node:alphazero:development
vocab-evidence assessment: assessment-node:alphazero:mapStatus
vocab-research tier: integrated
vocab-paper association: paper-link-alphazero>1712.01815
vocab-claim fingerprint: 7413a5d8

Policy-gradient workhorses (PPO)
type: DefinedTerm
type: Entity
type: vocab-ResearchDevelopment
description: A3C introduced asynchronous actor-critic training, and PPO became a common early optimization method for RLHF as well as a durable control baseline; later preference-training systems also use several alternatives.
vocab-record type: atlasEntry
vocab-start year: 2015
vocab-end year: 2017
vocab-date label: 2015-2017
vocab-chronology milestone: TRPO 2015
vocab-chronology milestone: PPO 2017
vocab-lane: REINFORCEMENT LEARNING & AGENTS
vocab-legacy classification: Foundational
vocab-legacy classification code: f
vocab-legacy classification label: Foundational
vocab-kind: development
vocab-significance: foundational
vocab-activity: not_assessed
vocab-trajectory: not_assessed
vocab-status as of: 2026-08-04
vocab-status confidence: low
vocab-status rationale: Low-confidence editorial migration from the legacy category; unrepresented facets remain unassessed.
vocab-evidence assessment: assessment-node:a3cppo:development
vocab-evidence assessment: assessment-node:a3cppo:mapStatus
vocab-claim fingerprint: 2bc97d81

Curiosity & intrinsic motivation
type: DefinedTerm
type: Entity
type: vocab-ResearchDevelopment
description: Rewards from novelty and prediction error. Hot 2017–19, then faded — exploration at scale remains genuinely unsolved.
vocab-record type: atlasEntry
vocab-start year: 2017
vocab-end year: 2017
vocab-date label: 2017
vocab-lane: REINFORCEMENT LEARNING & AGENTS
vocab-legacy classification: Dormant
vocab-legacy classification code: d
vocab-legacy classification label: Dormant
vocab-kind: development
vocab-significance: not_assessed
vocab-activity: dormant
vocab-trajectory: not_assessed
vocab-status as of: 2026-08-04
vocab-status confidence: low
vocab-status rationale: Low-confidence editorial migration from the legacy category; unrepresented facets remain unassessed.
vocab-evidence assessment: assessment-node:curiosity:development
vocab-evidence assessment: assessment-node:curiosity:mapStatus
vocab-claim fingerprint: 7ca0931a

Multi-agent RL
type: DefinedTerm
type: Entity
type: vocab-ResearchDevelopment
description: Emergent cooperation, competition and tool use (hide-and-seek). Re-energized by LLM agent societies and mechanism-design questions.
vocab-record type: atlasEntry
vocab-start year: 2017
vocab-end year: 2017
vocab-date label: 2017
vocab-lane: REINFORCEMENT LEARNING & AGENTS
vocab-legacy classification: Active
vocab-legacy classification code: a
vocab-legacy classification label: Active
vocab-kind: development
vocab-significance: not_assessed
vocab-activity: active
vocab-trajectory: not_assessed
vocab-status as of: 2026-08-04
vocab-status confidence: low
vocab-status rationale: Low-confidence editorial migration from the legacy category; unrepresented facets remain unassessed.
vocab-evidence assessment: assessment-node:marl:development
vocab-evidence assessment: assessment-node:marl:mapStatus
vocab-claim fingerprint: 303f6db8

World Models (Ha & Schmidhuber)
type: DefinedTerm
type: Entity
type: vocab-ResearchDevelopment
description: VAE+RNN agent trained inside its own learned dream. The seed of today's world-model wave — imagination as a training ground.
vocab-record type: atlasEntry
vocab-start year: 2018
vocab-end year: 2018
vocab-date label: 2018
vocab-lane: REINFORCEMENT LEARNING & AGENTS
vocab-legacy classification: Foundational
vocab-legacy classification code: f
vocab-legacy classification label: Foundational
vocab-kind: development
vocab-significance: foundational
vocab-activity: not_assessed
vocab-trajectory: not_assessed
vocab-status as of: 2026-08-04
vocab-status confidence: low
vocab-status rationale: Low-confidence editorial migration from the legacy category; unrepresented facets remain unassessed.
vocab-evidence assessment: assessment-node:worldmodels18:development
vocab-evidence assessment: assessment-node:worldmodels18:mapStatus
vocab-claim fingerprint: c925964c

Model-based RL (Dreamer)
type: DefinedTerm
type: Entity
type: vocab-ResearchDevelopment
description: Learn the world, plan in imagination. The sample-efficiency path that matured into world-model agents for robots and games.
vocab-record type: atlasEntry
vocab-start year: 2019
vocab-end year: 2019
vocab-date label: 2019
vocab-lane: REINFORCEMENT LEARNING & AGENTS
vocab-legacy classification: Active
vocab-legacy classification code: a
vocab-legacy classification label: Active
vocab-kind: development
vocab-significance: not_assessed
vocab-activity: active
vocab-trajectory: not_assessed
vocab-status as of: 2026-08-04
vocab-status confidence: low
vocab-status rationale: Low-confidence editorial migration from the legacy category; unrepresented facets remain unassessed.
vocab-evidence assessment: assessment-node:modelbased:development
vocab-evidence assessment: assessment-node:modelbased:mapStatus
vocab-claim fingerprint: c4842742

OpenAI Five & AlphaStar
type: DefinedTerm
type: Entity
type: vocab-ResearchDevelopment
description: Superhuman Dota 2 and StarCraft II via massive self-play. Peak-then-pivot: point proven, labs promptly abandoned esports for language.
vocab-record type: atlasEntry
vocab-start year: 2019
vocab-end year: 2019
vocab-date label: 2019
vocab-lane: REINFORCEMENT LEARNING & AGENTS
vocab-legacy classification: Foundational
vocab-legacy classification code: f
vocab-legacy classification label: Foundational
vocab-kind: development
vocab-significance: foundational
vocab-activity: not_assessed
vocab-trajectory: not_assessed
vocab-status as of: 2026-08-04
vocab-status confidence: low
vocab-status rationale: Low-confidence editorial migration from the legacy category; unrepresented facets remain unassessed.
vocab-evidence assessment: assessment-node:dota5:development
vocab-evidence assessment: assessment-node:dota5:mapStatus
vocab-claim fingerprint: 542c686b

Open-endedness (POET)
type: DefinedTerm
type: Entity
type: vocab-ResearchDevelopment
description: Systems that endlessly generate their own challenges. Niche but philosophically central — the question behind 'never-ending' agents.
vocab-record type: atlasEntry
vocab-start year: 2019
vocab-end year: 2019
vocab-date label: 2019
vocab-lane: REINFORCEMENT LEARNING & AGENTS
vocab-legacy classification: Active
vocab-legacy classification code: a
vocab-legacy classification label: Active
vocab-kind: development
vocab-significance: not_assessed
vocab-activity: active
vocab-trajectory: not_assessed
vocab-status as of: 2026-08-04
vocab-status confidence: low
vocab-status rationale: Low-confidence editorial migration from the legacy category; unrepresented facets remain unassessed.
vocab-evidence assessment: assessment-node:openended:development
vocab-evidence assessment: assessment-node:openended:mapStatus
vocab-claim fingerprint: 810aa05f

Offline RL & sequence policies
type: DefinedTerm
type: Entity
type: vocab-ResearchDevelopment
description: Learn policies from logged trajectories without online exploration. Distribution shift remains hard, while Decision Transformer reframed policy learning as sequence modeling and the field feeds robotics and preference pipelines.
citation: Conservative Q-Learning for Offline Reinforcement Learning
citation: Decision Transformer
vocab-record type: atlasEntry
vocab-start year: 2020
vocab-end year: 2020
vocab-date label: 2020
vocab-lane: REINFORCEMENT LEARNING & AGENTS
vocab-legacy classification: Active
vocab-legacy classification code: a
vocab-legacy classification label: Active
vocab-kind: development
vocab-significance: not_assessed
vocab-activity: active
vocab-trajectory: not_assessed
vocab-status as of: 2026-08-04
vocab-status confidence: low
vocab-status rationale: Low-confidence editorial migration from the legacy category; unrepresented facets remain unassessed.
vocab-evidence assessment: assessment-node:offlinerl:development
vocab-evidence assessment: assessment-node:offlinerl:mapStatus
vocab-research tier: integrated
vocab-tag: reinforcement learning
vocab-tag: sequence modeling
vocab-tag: robotics
vocab-research question: How can offline policies avoid extrapolating beyond dataset support while still improving over the behavior policy?
vocab-paper association: paper-link-offlinerl>2006.04779
vocab-paper association: paper-link-offlinerl>2106.01345
vocab-claim fingerprint: 54ab2809

Generalist agents (Gato)
type: DefinedTerm
type: Entity
type: vocab-ResearchDevelopment
description: One transformer, 600 tasks, none mastered. Scaling alone didn't cure breadth-without-depth; quietly shelved as LLM agents took the crown.
vocab-record type: atlasEntry
vocab-start year: 2022
vocab-end year: 2022
vocab-date label: 2022
vocab-lane: REINFORCEMENT LEARNING & AGENTS
vocab-legacy classification: Dormant
vocab-legacy classification code: d
vocab-legacy classification label: Dormant
vocab-kind: development
vocab-significance: not_assessed
vocab-activity: dormant
vocab-trajectory: not_assessed
vocab-status as of: 2026-08-04
vocab-status confidence: low
vocab-status rationale: Low-confidence editorial migration from the legacy category; unrepresented facets remain unassessed.
vocab-evidence assessment: assessment-node:gato:development
vocab-evidence assessment: assessment-node:gato:mapStatus
vocab-claim fingerprint: 2f813457

LLM agents & tool use
type: DefinedTerm
type: Entity
type: vocab-ResearchDevelopment
description: ReAct→computer use→autonomous coding: language models that act. 2025–26's dominant paradigm — and its reliability problem.
citation: ReAct: Synergizing Reasoning and Acting in Language Models
citation: Toolformer
citation: Reflexion
vocab-record type: atlasEntry
vocab-start year: 2023
vocab-end year: 2023
vocab-date label: 2023
vocab-lane: REINFORCEMENT LEARNING & AGENTS
vocab-legacy classification: Hot frontier
vocab-legacy classification code: h
vocab-legacy classification label: Hot frontier
vocab-kind: development
vocab-significance: not_assessed
vocab-activity: high_activity
vocab-trajectory: not_assessed
vocab-status as of: 2026-08-04
vocab-status confidence: low
vocab-status rationale: Low-confidence editorial migration from the legacy category; unrepresented facets remain unassessed.
vocab-evidence assessment: assessment-node:agentsllm:development
vocab-evidence assessment: assessment-node:agentsllm:mapStatus
vocab-research tier: integrated
vocab-tag: agents
vocab-tag: tools
vocab-tag: language
vocab-research question: How should agents plan, recover, maintain state and expose uncertainty across long-running tool use?
vocab-paper association: paper-link-agentsllm>2210.03629
vocab-paper association: paper-link-agentsllm>2302.04761
vocab-paper association: paper-link-agentsllm>2303.11366
vocab-claim fingerprint: ec77fef4

RL on verifiable rewards
type: DefinedTerm
type: Entity
type: vocab-ResearchDevelopment
description: Train reasoning against checkable answers (math, code, proofs). The engine of o1/R1-class models — RL's biggest win since AlphaGo.
vocab-record type: atlasEntry
vocab-start year: 2024
vocab-end year: 2024
vocab-date label: 2024
vocab-lane: REINFORCEMENT LEARNING & AGENTS
vocab-legacy classification: Hot frontier
vocab-legacy classification code: h
vocab-legacy classification label: Hot frontier
vocab-kind: development
vocab-significance: not_assessed
vocab-activity: high_activity
vocab-trajectory: not_assessed
vocab-status as of: 2026-08-04
vocab-status confidence: low
vocab-status rationale: Low-confidence editorial migration from the legacy category; unrepresented facets remain unassessed.
vocab-evidence assessment: assessment-node:rlvr:development
vocab-evidence assessment: assessment-node:rlvr:mapStatus
vocab-claim fingerprint: d71d7049

Robust, general open-ended self-improvement
type: DefinedTerm
type: Entity
type: vocab-OpenResearchDirection
description: Self-generated tasks and self-editing agents now show bounded improvement under human-designed verifiers. Still missing: safe, broadly general, sustained improvement without benchmark gaming, collapse, or a fixed external objective.
citation: Darwin Gödel Machine: Open-Ended Evolution of Self-Improving Agents
citation: Self-Adapting Language Models
citation: Absolute Zero: Reinforced Self-play Reasoning with Zero Data
vocab-record type: atlasEntry
vocab-start year: 2026
vocab-end year: 2026
vocab-date label: 2026
vocab-lane: REINFORCEMENT LEARNING & AGENTS
vocab-legacy classification: Open direction
vocab-legacy classification code: g
vocab-legacy classification label: Open direction
vocab-kind: open_direction
vocab-significance: not_assessed
vocab-activity: not_assessed
vocab-trajectory: not_assessed
vocab-status as of: 2026-08-04
vocab-status confidence: low
vocab-status rationale: Low-confidence editorial migration from the legacy category; unrepresented facets remain unassessed.
vocab-evidence assessment: assessment-node:gap openended:development
vocab-evidence assessment: assessment-node:gap openended:mapStatus
vocab-research tier: integrated
vocab-tag: open direction
vocab-tag: agents
vocab-tag: safety
vocab-research question: Can an AI system sustain repeated capability improvement across genuinely held-out domains without optimizing a fixed benchmark, depending on a hidden stronger teacher, or accumulating unacceptable safety regressions?
vocab-research question: What would count as sustained general improvement rather than benchmark-specific optimization or evaluator exploitation?
vocab-paper association: paper-link-gap openended>2505.22954
vocab-paper association: paper-link-gap openended>2506.10943
vocab-paper association: paper-link-gap openended>2505.03335
vocab-claim fingerprint: bade7c8a
vocab-direction claim state: editorial_hypothesis
vocab-direction as of: 2026-08-04
vocab-direction confidence: high
vocab-closure criteria: Pre-register several improvement cycles and sealed domain families; show statistically reliable gains on newly unsealed tasks after every cycle; compare against static-agent, ordinary fine-tuning, search-only, and human-engineered baselines; publish compute, interventions, failures, contamination checks, and a safety-regression budget; and obtain an independent rerun.
vocab-partial result: The Darwin Gödel Machine evolves coding-agent implementations and improved bounded software-engineering benchmarks, while SEAL learns its own update directives and training data for bounded adaptation tasks. AlphaEvolve and related verifier-guided systems offer further evidence that self-generated search can improve artifacts. None yet demonstrates safe, durable, domain-general improvement under repeatedly refreshed evaluation.
vocab-starter project: Individual: Reproduce one DGM- or SEAL-style update loop on two disjoint small domains, freeze both evaluators before training, and publish every candidate, rollback, cost, and regression.
vocab-starter project: Small lab: Run a 10-cycle, multi-domain archive experiment with sealed future tasks and compare a static agent, self-editing agent, and diversity-preserving open-ended archive under the same inference and training budget.
vocab-starter project: Well-funded lab: Conduct a multi-model, long-horizon improvement trial with immutable external evaluations, independent red teaming, automatic rollback, full lineage, and a third-party audit of contamination and safety regressions.
vocab-counterexample: Darwin Gödel Machine is a concrete self-editing, archive-based coding agent; its gains are on bounded coding benchmarks and one reported run cost about USD 22,000 in API use over roughly two weeks.
vocab-counterexample: SEAL generates its own update directives and fine-tuning data, but evaluates bounded knowledge-incorporation and few-shot tasks rather than indefinite cross-domain improvement.
vocab-counterexample: Search over self-edit strategies and verifier-guided evolutionary systems show useful improvement, while also exposing homogenization, evaluator gaming, and dependence on externally supplied objectives.
vocab-crowdedness: High for self-improving agents and automated coding; lower for preregistered, repeatedly refreshed, cross-domain and safety-bounded trials.
vocab-tractability: Medium for bounded coding experiments; low for a convincing general and safe long-horizon closure result.

Perceptron (Rosenblatt)
type: DefinedTerm
type: Entity
type: vocab-ResearchDevelopment
description: Hardware neuron that learned from examples; the Navy promised it would 'walk, talk, see, write.' The hype and the machine that started it all.
citation: The Perceptron: A Probabilistic Model for Information Storage and Organization in the Brain
vocab-record type: atlasEntry
vocab-start year: 1958
vocab-end year: 1958
vocab-date label: 1958
vocab-lane: NEURAL ARCHITECTURES
vocab-legacy classification: Foundational
vocab-legacy classification code: f
vocab-legacy classification label: Foundational
vocab-kind: development
vocab-significance: foundational
vocab-activity: not_assessed
vocab-trajectory: not_assessed
vocab-status as of: 2026-08-04
vocab-status confidence: low
vocab-status rationale: Low-confidence editorial migration from the legacy category; unrepresented facets remain unassessed.
vocab-evidence assessment: assessment-node:perceptron:development
vocab-evidence assessment: assessment-node:perceptron:mapStatus
vocab-landmark work association: work-link-perceptron>rosenblatt-perceptron-1958
vocab-claim fingerprint: 2469142c

ADALINE & delta rule
type: DefinedTerm
type: Entity
type: vocab-ResearchDevelopment
description: Widrow–Hoff gradient learning in analog hardware. LMS still runs in every modem — neural nets' first quiet deployment.
vocab-record type: atlasEntry
vocab-start year: 1960
vocab-end year: 1960
vocab-date label: 1960
vocab-lane: NEURAL ARCHITECTURES
vocab-legacy classification: Foundational
vocab-legacy classification code: f
vocab-legacy classification label: Foundational
vocab-kind: development
vocab-significance: foundational
vocab-activity: not_assessed
vocab-trajectory: not_assessed
vocab-status as of: 2026-08-04
vocab-status confidence: low
vocab-status rationale: Low-confidence editorial migration from the legacy category; unrepresented facets remain unassessed.
vocab-evidence assessment: assessment-node:adaline:development
vocab-evidence assessment: assessment-node:adaline:mapStatus
vocab-claim fingerprint: bfaa53e1

'Perceptrons' kills the field
type: DefinedTerm
type: Entity
type: vocab-ResearchDevelopment
description: Minsky & Papert proved single-layer limits (XOR); funding evaporated for 15 years. The canonical premature burial — multilayer nets weren't disproven, just undone.
citation: Perceptrons
vocab-record type: atlasEntry
vocab-start year: 1969
vocab-end year: 1969
vocab-date label: 1969
vocab-lane: NEURAL ARCHITECTURES
vocab-legacy classification: Ended / superseded (legacy)
vocab-legacy classification code: x
vocab-legacy classification label: Ended / superseded (legacy)
vocab-kind: development
vocab-significance: not_assessed
vocab-activity: not_assessed
vocab-trajectory: ambiguous_ended_or_superseded
vocab-status as of: 2026-08-04
vocab-status confidence: low
vocab-status rationale: Low-confidence editorial migration from the legacy category; unrepresented facets remain unassessed.
vocab-evidence assessment: assessment-node:perceptronsbook:development
vocab-evidence assessment: assessment-node:perceptronsbook:mapStatus
vocab-landmark work association: work-link-perceptronsbook>minsky-papert-perceptrons-1969
vocab-claim fingerprint: 486aed10

Neocognitron
type: DefinedTerm
type: Entity
type: vocab-ResearchDevelopment
description: Fukushima stacked Hubel–Wiesel receptive fields into a deep hierarchy. CNNs before backprop — an idea waiting 30 years for compute.
vocab-record type: atlasEntry
vocab-start year: 1980
vocab-end year: 1980
vocab-date label: 1980
vocab-lane: NEURAL ARCHITECTURES
vocab-legacy classification: Foundational
vocab-legacy classification code: f
vocab-legacy classification label: Foundational
vocab-kind: development
vocab-significance: foundational
vocab-activity: not_assessed
vocab-trajectory: not_assessed
vocab-status as of: 2026-08-04
vocab-status confidence: low
vocab-status rationale: Low-confidence editorial migration from the legacy category; unrepresented facets remain unassessed.
vocab-evidence assessment: assessment-node:neocognitron:development
vocab-evidence assessment: assessment-node:neocognitron:mapStatus
vocab-claim fingerprint: 27ce6159

Hopfield networks
type: DefinedTerm
type: Entity
type: vocab-ResearchDevelopment
description: Energy-based associative memory that re-legitimized neural research. Faded for decades — then 'modern Hopfield' math turned out to equal attention. 2024 Nobel.
citation: Neural Networks and Physical Systems with Emergent Collective Computational Abilities
vocab-record type: atlasEntry
vocab-start year: 1982
vocab-end year: 1982
vocab-date label: 1982
vocab-lane: NEURAL ARCHITECTURES
vocab-legacy classification: Revived
vocab-legacy classification code: r
vocab-legacy classification label: Revived
vocab-kind: development
vocab-significance: not_assessed
vocab-activity: active
vocab-trajectory: revived
vocab-status as of: 2026-08-04
vocab-status confidence: low
vocab-status rationale: Low-confidence editorial migration from the legacy category; unrepresented facets remain unassessed.
vocab-evidence assessment: assessment-node:hopfield:development
vocab-evidence assessment: assessment-node:hopfield:mapStatus
vocab-landmark work association: work-link-hopfield>hopfield-networks-1982
vocab-claim fingerprint: 4177f08a

Boltzmann machines
type: DefinedTerm
type: Entity
type: vocab-ResearchDevelopment
description: Stochastic energy models with hidden units. Training pain sidelined them, but their DNA lives in RBMs, energy-based models and diffusion.
vocab-record type: atlasEntry
vocab-start year: 1985
vocab-end year: 1985
vocab-date label: 1985
vocab-lane: NEURAL ARCHITECTURES
vocab-legacy classification: Dormant
vocab-legacy classification code: d
vocab-legacy classification label: Dormant
vocab-kind: development
vocab-significance: not_assessed
vocab-activity: dormant
vocab-trajectory: not_assessed
vocab-status as of: 2026-08-04
vocab-status confidence: low
vocab-status rationale: Low-confidence editorial migration from the legacy category; unrepresented facets remain unassessed.
vocab-evidence assessment: assessment-node:boltzmann:development
vocab-evidence assessment: assessment-node:boltzmann:mapStatus
vocab-claim fingerprint: 8b04b578

Restricted Boltzmann machines
type: DefinedTerm
type: Entity
type: vocab-ResearchDevelopment
description: Smolensky's bipartite Harmonium made Boltzmann machines easier to train; contrastive divergence revived it in the mid-2000s. Stacking RBMs supplied the pretraining recipe for deep belief networks.
vocab-record type: atlasEntry
vocab-start year: 1986
vocab-end year: 1986
vocab-date label: 1986
vocab-lane: NEURAL ARCHITECTURES
vocab-legacy classification: Foundational
vocab-legacy classification code: f
vocab-legacy classification label: Foundational
vocab-kind: development
vocab-significance: foundational
vocab-activity: not_assessed
vocab-trajectory: not_assessed
vocab-status as of: 2026-08-04
vocab-status confidence: low
vocab-status rationale: Low-confidence editorial migration from the legacy category; unrepresented facets remain unassessed.
vocab-evidence assessment: assessment-node:rbm:development
vocab-evidence assessment: assessment-node:rbm:mapStatus
vocab-claim fingerprint: eb915045

Backpropagation
type: DefinedTerm
type: Entity
type: vocab-ResearchDevelopment
description: Rumelhart–Hinton–Williams popularized credit assignment through layers (roots: Linnainmaa '70, Werbos '74). THE algorithm of the modern era.
citation: Learning Representations by Back-Propagating Errors
vocab-record type: atlasEntry
vocab-start year: 1986
vocab-end year: 1986
vocab-date label: 1986
vocab-lane: NEURAL ARCHITECTURES
vocab-legacy classification: Foundational
vocab-legacy classification code: f
vocab-legacy classification label: Foundational
vocab-kind: development
vocab-significance: foundational
vocab-activity: not_assessed
vocab-trajectory: not_assessed
vocab-status as of: 2026-08-04
vocab-status confidence: low
vocab-status rationale: Low-confidence editorial migration from the legacy category; unrepresented facets remain unassessed.
vocab-evidence assessment: assessment-node:backprop:development
vocab-evidence assessment: assessment-node:backprop:mapStatus
vocab-landmark work association: work-link-backprop>rumelhart-hinton-williams-1986
vocab-claim fingerprint: a52555fe

PDP & connectionism revival
type: DefinedTerm
type: Entity
type: vocab-ResearchDevelopment
description: The two-volume manifesto that brought neural nets back into cognitive science and AI. Winter number one, officially over.
citation: Parallel Distributed Processing, Volume 1
vocab-record type: atlasEntry
vocab-start year: 1986
vocab-end year: 1986
vocab-date label: 1986
vocab-lane: NEURAL ARCHITECTURES
vocab-legacy classification: Foundational
vocab-legacy classification code: f
vocab-legacy classification label: Foundational
vocab-kind: development
vocab-significance: foundational
vocab-activity: not_assessed
vocab-trajectory: not_assessed
vocab-status as of: 2026-08-04
vocab-status confidence: low
vocab-status rationale: Low-confidence editorial migration from the legacy category; unrepresented facets remain unassessed.
vocab-evidence assessment: assessment-node:pdp86:development
vocab-evidence assessment: assessment-node:pdp86:mapStatus
vocab-landmark work association: work-link-pdp86>pdp-volume-one-1986
vocab-claim fingerprint: c641fc16

Universal approximation
type: DefinedTerm
type: Entity
type: vocab-ResearchDevelopment
description: MLPs can represent any function — existence, not learnability. Comfort, and false comfort, for a generation of theorists.
vocab-record type: atlasEntry
vocab-start year: 1989
vocab-end year: 1989
vocab-date label: 1989
vocab-lane: NEURAL ARCHITECTURES
vocab-legacy classification: Foundational
vocab-legacy classification code: f
vocab-legacy classification label: Foundational
vocab-kind: development
vocab-significance: foundational
vocab-activity: not_assessed
vocab-trajectory: not_assessed
vocab-status as of: 2026-08-04
vocab-status confidence: low
vocab-status rationale: Low-confidence editorial migration from the legacy category; unrepresented facets remain unassessed.
vocab-evidence assessment: assessment-node:universalapprox:development
vocab-evidence assessment: assessment-node:universalapprox:mapStatus
vocab-claim fingerprint: 663da766

LeNet CNNs
type: DefinedTerm
type: Entity
type: vocab-ResearchDevelopment
description: LeCun fused neocognitron structure with backprop; read ~10% of US checks by the late 90s. Then waited 15 years for its GPU moment.
citation: Backpropagation Applied to Handwritten Zip Code Recognition
vocab-record type: atlasEntry
vocab-start year: 1989
vocab-end year: 1989
vocab-date label: 1989
vocab-lane: NEURAL ARCHITECTURES
vocab-legacy classification: Foundational
vocab-legacy classification code: f
vocab-legacy classification label: Foundational
vocab-kind: development
vocab-significance: foundational
vocab-activity: not_assessed
vocab-trajectory: not_assessed
vocab-status as of: 2026-08-04
vocab-status confidence: low
vocab-status rationale: Low-confidence editorial migration from the legacy category; unrepresented facets remain unassessed.
vocab-evidence assessment: assessment-node:cnn89:development
vocab-evidence assessment: assessment-node:cnn89:mapStatus
vocab-landmark work association: work-link-cnn89>lecun-zipcodes-1989
vocab-claim fingerprint: b82a0078

Recurrent networks
type: DefinedTerm
type: Entity
type: vocab-ResearchDevelopment
description: Elman nets and backprop-through-time: sequence processing with memory. NLP's neural substrate until 2017.
vocab-record type: atlasEntry
vocab-start year: 1990
vocab-end year: 1990
vocab-date label: 1990
vocab-lane: NEURAL ARCHITECTURES
vocab-legacy classification: Foundational
vocab-legacy classification code: f
vocab-legacy classification label: Foundational
vocab-kind: development
vocab-significance: foundational
vocab-activity: not_assessed
vocab-trajectory: not_assessed
vocab-status as of: 2026-08-04
vocab-status confidence: low
vocab-status rationale: Low-confidence editorial migration from the legacy category; unrepresented facets remain unassessed.
vocab-evidence assessment: assessment-node:rnn:development
vocab-evidence assessment: assessment-node:rnn:mapStatus
vocab-claim fingerprint: ca1772e4

Vanishing-gradient diagnosis
type: DefinedTerm
type: Entity
type: vocab-ResearchDevelopment
description: Hochreiter's analysis of why depth wouldn't train. The diagnosis behind LSTM, pretraining detours, and eventually residual connections.
vocab-record type: atlasEntry
vocab-start year: 1991
vocab-end year: 1991
vocab-date label: 1991
vocab-lane: NEURAL ARCHITECTURES
vocab-legacy classification: Foundational
vocab-legacy classification code: f
vocab-legacy classification label: Foundational
vocab-kind: development
vocab-significance: foundational
vocab-activity: not_assessed
vocab-trajectory: not_assessed
vocab-status as of: 2026-08-04
vocab-status confidence: low
vocab-status rationale: Low-confidence editorial migration from the legacy category; unrepresented facets remain unassessed.
vocab-evidence assessment: assessment-node:vanishing:development
vocab-evidence assessment: assessment-node:vanishing:mapStatus
vocab-claim fingerprint: 3731d2fa

LSTM
type: DefinedTerm
type: Entity
type: vocab-ResearchDevelopment
description: Gated memory defeats vanishing gradients. Carried speech and translation until 2017 — then dethroned by the transformer.
citation: Long Short-Term Memory
vocab-record type: atlasEntry
vocab-start year: 1997
vocab-end year: 1997
vocab-date label: 1997
vocab-lane: NEURAL ARCHITECTURES
vocab-legacy classification: Foundational
vocab-legacy classification code: f
vocab-legacy classification label: Foundational
vocab-kind: development
vocab-significance: foundational
vocab-activity: not_assessed
vocab-trajectory: not_assessed
vocab-status as of: 2026-08-04
vocab-status confidence: low
vocab-status rationale: Low-confidence editorial migration from the legacy category; unrepresented facets remain unassessed.
vocab-evidence assessment: assessment-node:lstm:development
vocab-evidence assessment: assessment-node:lstm:mapStatus
vocab-landmark work association: work-link-lstm>hochreiter-schmidhuber-lstm-1997
vocab-claim fingerprint: ecdd632c

Deep belief nets & pretraining
type: DefinedTerm
type: Entity
type: vocab-ResearchDevelopment
description: Layer-wise stacks of restricted Boltzmann machines re-ignited deep learning, then were superseded once ReLU networks and GPUs trained effectively end to end. A historically important transitional method.
citation: A Fast Learning Algorithm for Deep Belief Nets
vocab-record type: atlasEntry
vocab-start year: 2006
vocab-end year: 2006
vocab-date label: 2006
vocab-lane: NEURAL ARCHITECTURES
vocab-legacy classification: Ended / superseded (legacy)
vocab-legacy classification code: x
vocab-legacy classification label: Ended / superseded (legacy)
vocab-kind: development
vocab-significance: not_assessed
vocab-activity: not_assessed
vocab-trajectory: ambiguous_ended_or_superseded
vocab-status as of: 2026-08-04
vocab-status confidence: low
vocab-status rationale: Low-confidence editorial migration from the legacy category; unrepresented facets remain unassessed.
vocab-evidence assessment: assessment-node:dbn:development
vocab-evidence assessment: assessment-node:dbn:mapStatus
vocab-landmark work association: work-link-dbn>hinton-deep-belief-2006
vocab-claim fingerprint: e4c88d44

Autoencoders
type: DefinedTerm
type: Entity
type: vocab-ResearchDevelopment
description: Compression as self-supervision. Ancestor of VAEs, masked pretraining, and the representation-learning worldview.
vocab-record type: atlasEntry
vocab-start year: 2006
vocab-end year: 2006
vocab-date label: 2006
vocab-lane: NEURAL ARCHITECTURES
vocab-legacy classification: Foundational
vocab-legacy classification code: f
vocab-legacy classification label: Foundational
vocab-kind: development
vocab-significance: foundational
vocab-activity: not_assessed
vocab-trajectory: not_assessed
vocab-status as of: 2026-08-04
vocab-status confidence: low
vocab-status rationale: Low-confidence editorial migration from the legacy category; unrepresented facets remain unassessed.
vocab-evidence assessment: assessment-node:autoencoders:development
vocab-evidence assessment: assessment-node:autoencoders:mapStatus
vocab-claim fingerprint: 33614655

Attention mechanism
type: DefinedTerm
type: Entity
type: vocab-ResearchDevelopment
description: Bahdanau's soft alignment for translation: look where it matters. The seed the transformer grew from.
citation: Neural Machine Translation by Jointly Learning to Align and Translate
vocab-record type: atlasEntry
vocab-start year: 2014
vocab-end year: 2014
vocab-date label: 2014
vocab-lane: NEURAL ARCHITECTURES
vocab-legacy classification: Foundational
vocab-legacy classification code: f
vocab-legacy classification label: Foundational
vocab-kind: development
vocab-significance: foundational
vocab-activity: not_assessed
vocab-trajectory: not_assessed
vocab-status as of: 2026-08-04
vocab-status confidence: low
vocab-status rationale: Low-confidence editorial migration from the legacy category; unrepresented facets remain unassessed.
vocab-evidence assessment: assessment-node:attention:development
vocab-evidence assessment: assessment-node:attention:mapStatus
vocab-research tier: integrated
vocab-paper association: paper-link-attention>1409.0473
vocab-claim fingerprint: 3296c402

Neural Turing Machines / DNC
type: DefinedTerm
type: Entity
type: vocab-ResearchDevelopment
description: Differentiable external memory. Beautiful, barely trainable, abandoned — yet it foreshadowed tool use, RAG and memory-augmented agents.
vocab-record type: atlasEntry
vocab-start year: 2014
vocab-end year: 2014
vocab-date label: 2014
vocab-lane: NEURAL ARCHITECTURES
vocab-legacy classification: Ended / superseded (legacy)
vocab-legacy classification code: x
vocab-legacy classification label: Ended / superseded (legacy)
vocab-kind: development
vocab-significance: not_assessed
vocab-activity: not_assessed
vocab-trajectory: ambiguous_ended_or_superseded
vocab-status as of: 2026-08-04
vocab-status confidence: low
vocab-status rationale: Low-confidence editorial migration from the legacy category; unrepresented facets remain unassessed.
vocab-evidence assessment: assessment-node:ntm:development
vocab-evidence assessment: assessment-node:ntm:mapStatus
vocab-claim fingerprint: fe9d6f9c

ResNet — residual connections
type: DefinedTerm
type: Entity
type: vocab-ResearchDevelopment
description: Skip connections let 100+ layers train. In literally everything since, transformers included. Depth's final unlock.
citation: Deep Residual Learning for Image Recognition
vocab-record type: atlasEntry
vocab-start year: 2015
vocab-end year: 2015
vocab-date label: 2015
vocab-lane: NEURAL ARCHITECTURES
vocab-legacy classification: Foundational
vocab-legacy classification code: f
vocab-legacy classification label: Foundational
vocab-kind: development
vocab-significance: foundational
vocab-activity: not_assessed
vocab-trajectory: not_assessed
vocab-status as of: 2026-08-04
vocab-status confidence: low
vocab-status rationale: Low-confidence editorial migration from the legacy category; unrepresented facets remain unassessed.
vocab-evidence assessment: assessment-node:resnet:development
vocab-evidence assessment: assessment-node:resnet:mapStatus
vocab-research tier: integrated
vocab-paper association: paper-link-resnet>1512.03385
vocab-claim fingerprint: 1f7b7c60

Hypernetworks & fast weights
type: DefinedTerm
type: Entity
type: vocab-ResearchDevelopment
description: Networks generating other networks' weights. Never mainstream, but conceptually adjacent to LoRA, in-context learning and test-time adaptation.
vocab-record type: atlasEntry
vocab-start year: 2016
vocab-end year: 2016
vocab-date label: 2016
vocab-lane: NEURAL ARCHITECTURES
vocab-legacy classification: Dormant
vocab-legacy classification code: d
vocab-legacy classification label: Dormant
vocab-kind: development
vocab-significance: not_assessed
vocab-activity: dormant
vocab-trajectory: not_assessed
vocab-status as of: 2026-08-04
vocab-status confidence: low
vocab-status rationale: Low-confidence editorial migration from the legacy category; unrepresented facets remain unassessed.
vocab-evidence assessment: assessment-node:hypernet:development
vocab-evidence assessment: assessment-node:hypernet:mapStatus
vocab-claim fingerprint: 89ee13bc

Transformer
type: DefinedTerm
type: Entity
type: vocab-ResearchDevelopment
description: 'Attention Is All You Need': ditch recurrence, keep attention, parallelize everything. The architecture of the modern era — still unseated in 2026.
citation: Attention Is All You Need
vocab-record type: atlasEntry
vocab-start year: 2017
vocab-end year: 2017
vocab-date label: 2017
vocab-lane: NEURAL ARCHITECTURES
vocab-legacy classification: Foundational
vocab-legacy classification code: f
vocab-legacy classification label: Foundational
vocab-kind: development
vocab-significance: foundational
vocab-activity: not_assessed
vocab-trajectory: not_assessed
vocab-status as of: 2026-08-04
vocab-status confidence: low
vocab-status rationale: Low-confidence editorial migration from the legacy category; unrepresented facets remain unassessed.
vocab-evidence assessment: assessment-node:transformer:development
vocab-evidence assessment: assessment-node:transformer:mapStatus
vocab-research tier: integrated
vocab-paper association: paper-link-transformer>1706.03762
vocab-claim fingerprint: 21d961d3

Graph neural networks
type: DefinedTerm
type: Entity
type: vocab-ResearchDevelopment
description: Message passing on graphs. The 2018–21 hype cooled; quietly indispensable in chemistry, chip design and weather.
vocab-record type: atlasEntry
vocab-start year: 2017
vocab-end year: 2017
vocab-date label: 2017
vocab-lane: NEURAL ARCHITECTURES
vocab-legacy classification: Active
vocab-legacy classification code: a
vocab-legacy classification label: Active
vocab-kind: development
vocab-significance: not_assessed
vocab-activity: active
vocab-trajectory: not_assessed
vocab-status as of: 2026-08-04
vocab-status confidence: low
vocab-status rationale: Low-confidence editorial migration from the legacy category; unrepresented facets remain unassessed.
vocab-evidence assessment: assessment-node:gnn:development
vocab-evidence assessment: assessment-node:gnn:mapStatus
vocab-claim fingerprint: 6b7e0dee

Capsule networks
type: DefinedTerm
type: Entity
type: vocab-ResearchDevelopment
description: Part–whole representations with learned routing offered an alternative to conventional CNNs. They did not become a mainstream replacement, but remain a specialist research line rather than a proven impossibility.
vocab-record type: atlasEntry
vocab-start year: 2017
vocab-end year: 2017
vocab-date label: 2017
vocab-lane: NEURAL ARCHITECTURES
vocab-legacy classification: Ended / superseded (legacy)
vocab-legacy classification code: x
vocab-legacy classification label: Ended / superseded (legacy)
vocab-kind: development
vocab-significance: not_assessed
vocab-activity: not_assessed
vocab-trajectory: ambiguous_ended_or_superseded
vocab-status as of: 2026-08-04
vocab-status confidence: low
vocab-status rationale: Low-confidence editorial migration from the legacy category; unrepresented facets remain unassessed.
vocab-evidence assessment: assessment-node:capsules:development
vocab-evidence assessment: assessment-node:capsules:mapStatus
vocab-claim fingerprint: cf470a4d

Neural ODEs
type: DefinedTerm
type: Entity
type: vocab-ResearchDevelopment
description: Neural networks parameterize continuous-time dynamics solved by differential-equation methods. Adoption is specialized but active in time series, control, scientific machine learning, and continuous normalizing flows.
vocab-record type: atlasEntry
vocab-start year: 2018
vocab-end year: 2018
vocab-date label: 2018
vocab-lane: NEURAL ARCHITECTURES
vocab-legacy classification: Active
vocab-legacy classification code: a
vocab-legacy classification label: Active
vocab-kind: development
vocab-significance: not_assessed
vocab-activity: active
vocab-trajectory: not_assessed
vocab-status as of: 2026-08-04
vocab-status confidence: low
vocab-status rationale: Low-confidence editorial migration from the legacy category; unrepresented facets remain unassessed.
vocab-evidence assessment: assessment-node:neuralode:development
vocab-evidence assessment: assessment-node:neuralode:mapStatus
vocab-claim fingerprint: 4a820d4c

Mixture-of-Experts
type: DefinedTerm
type: Entity
type: vocab-ResearchDevelopment
description: Conditional compute: route each token through a sliver of a huge model. A 1991 idea that became the standard frontier architecture (Mixtral, DeepSeek-V3).
vocab-record type: atlasEntry
vocab-start year: 2017
vocab-end year: 2017
vocab-date label: 2017
vocab-lane: NEURAL ARCHITECTURES
vocab-legacy classification: Active
vocab-legacy classification code: a
vocab-legacy classification label: Active
vocab-kind: development
vocab-significance: not_assessed
vocab-activity: active
vocab-trajectory: not_assessed
vocab-status as of: 2026-08-04
vocab-status confidence: low
vocab-status rationale: Low-confidence editorial migration from the legacy category; unrepresented facets remain unassessed.
vocab-evidence assessment: assessment-node:moe:development
vocab-evidence assessment: assessment-node:moe:mapStatus
vocab-claim fingerprint: 84ccdbbb

Linear-attention wave
type: DefinedTerm
type: Entity
type: vocab-ResearchDevelopment
description: Performer, RWKV, and related methods sought subquadratic alternatives to exact attention. Better kernels narrowed the case, but recurrent and linear-attention variants remain an active efficiency niche and influenced state-space models.
vocab-record type: atlasEntry
vocab-start year: 2020
vocab-end year: 2020
vocab-date label: 2020
vocab-lane: NEURAL ARCHITECTURES
vocab-legacy classification: Dormant
vocab-legacy classification code: d
vocab-legacy classification label: Dormant
vocab-kind: development
vocab-significance: not_assessed
vocab-activity: dormant
vocab-trajectory: not_assessed
vocab-status as of: 2026-08-04
vocab-status confidence: low
vocab-status rationale: Low-confidence editorial migration from the legacy category; unrepresented facets remain unassessed.
vocab-evidence assessment: assessment-node:linattn:development
vocab-evidence assessment: assessment-node:linattn:mapStatus
vocab-claim fingerprint: 97920d02

State-space models (S4→Mamba)
type: DefinedTerm
type: Entity
type: vocab-ResearchDevelopment
description: Linear-time sequence modeling rooted in control theory. S4 and Mamba revived state-space models as competitive sequence architectures; hybrid attention-SSM designs are active and relative performance remains task- and scale-dependent.
vocab-record type: atlasEntry
vocab-start year: 2021
vocab-end year: 2023
vocab-date label: 2021-2023
vocab-chronology milestone: S4 2021
vocab-chronology milestone: Mamba 2023
vocab-lane: NEURAL ARCHITECTURES
vocab-legacy classification: Active
vocab-legacy classification code: a
vocab-legacy classification label: Active
vocab-kind: development
vocab-significance: not_assessed
vocab-activity: active
vocab-trajectory: not_assessed
vocab-status as of: 2026-08-04
vocab-status confidence: low
vocab-status rationale: Low-confidence editorial migration from the legacy category; unrepresented facets remain unassessed.
vocab-evidence assessment: assessment-node:ssm:development
vocab-evidence assessment: assessment-node:ssm:mapStatus
vocab-claim fingerprint: bc2b8b44

Test-time memory (Titans)
type: DefinedTerm
type: Entity
type: vocab-ResearchDevelopment
description: Architectures whose weights update while running — nested learning against frozen-model amnesia. The architectural frontier of 2025–26.
vocab-record type: atlasEntry
vocab-start year: 2025
vocab-end year: 2025
vocab-date label: 2025
vocab-lane: NEURAL ARCHITECTURES
vocab-legacy classification: Hot frontier
vocab-legacy classification code: h
vocab-legacy classification label: Hot frontier
vocab-kind: development
vocab-significance: not_assessed
vocab-activity: high_activity
vocab-trajectory: not_assessed
vocab-status as of: 2026-08-04
vocab-status confidence: low
vocab-status rationale: Low-confidence editorial migration from the legacy category; unrepresented facets remain unassessed.
vocab-evidence assessment: assessment-node:titans:development
vocab-evidence assessment: assessment-node:titans:mapStatus
vocab-claim fingerprint: f1186e3a

Energy-based LMs at scale
type: DefinedTerm
type: Entity
type: vocab-OpenResearchDirection
description: Research direction: compare energy-based, diffusion-language-model and JEPA-style non-autoregressive systems with strong autoregressive baselines at equal data, parameter, inference-compute and latency budgets. Capable 8B-14B non-autoregressive systems already exist; robust parity across broad language tasks, efficiency and controllability remains unresolved.
citation: Energy-Based Transformers are Scalable Learners and Thinkers
citation: Improved Large Language Diffusion Models
vocab-record type: atlasEntry
vocab-start year: 2026
vocab-end year: 2026
vocab-date label: 2026
vocab-lane: NEURAL ARCHITECTURES
vocab-legacy classification: Open direction
vocab-legacy classification code: g
vocab-legacy classification label: Open direction
vocab-kind: open_direction
vocab-significance: not_assessed
vocab-activity: not_assessed
vocab-trajectory: not_assessed
vocab-status as of: 2026-08-04
vocab-status confidence: low
vocab-status rationale: Low-confidence editorial migration from the legacy category; unrepresented facets remain unassessed.
vocab-evidence assessment: assessment-node:gap energyllm:development
vocab-evidence assessment: assessment-node:gap energyllm:mapStatus
vocab-research question: Can a genuinely energy-based or non-autoregressive language objective match the strongest autoregressive models under equal data, parameters, training compute, and serving budgets across capability, efficiency, and controllability?
vocab-paper association: paper-link-gap energyllm>2507.02092
vocab-paper association: paper-link-gap energyllm>2606.25331
vocab-claim fingerprint: b8e32acc
vocab-direction claim state: editorial_hypothesis
vocab-direction as of: 2026-08-04
vocab-direction confidence: medium
vocab-closure criteria: Run a preregistered scaling study with shared data, tokenizer, parameter and FLOP budgets, followed by matched-quality serving comparisons across capability, latency, throughput, controllability, and calibration.
vocab-partial result: Energy-Based Transformers learn compatibility energies and perform inference through energy minimization.
vocab-partial result: iLLaDA is an 8B masked-diffusion language model trained on 12 trillion tokens and is competitive with Qwen2.5-7B on several benchmarks.
vocab-partial result: LLaDA, SEDD, and Nemotron-Labs-Diffusion demonstrate scalable non-autoregressive or hybrid alternatives.
vocab-starter project: Individual: Benchmark released autoregressive, diffusion, and energy-based checkpoints under matched answer quality, reporting latency, function evaluations, memory, and controllable infilling.
vocab-starter project: Small lab: Train matched 300M-1B autoregressive, masked-diffusion, and energy-based models on one frozen corpus and publish complete learning and serving curves.
vocab-starter project: Well-funded lab: Run a preregistered 7B-14B matched-data scaling trial including instruction tuning, code, reasoning, long-form generation, and production-serving cost.
vocab-counterexample: Energy-Based Transformers directly instantiate an energy-based language architecture.
vocab-counterexample: LLaDA and iLLaDA show that masked diffusion can scale to 8B parameters and trillions of tokens.
vocab-counterexample: Nemotron-Labs-Diffusion releases 3B, 8B, and 14B hybrid autoregressive-diffusion models.
vocab-counterexample: SEDD reports competitive discrete-diffusion language modeling at smaller scale.
vocab-crowdedness: High and increasing across diffusion, energy-based, and hybrid language modeling.
vocab-tractability: Medium for controlled small-scale studies and low for genuine frontier parity.

Stochastic gradient descent
type: DefinedTerm
type: Entity
type: vocab-ResearchDevelopment
description: Robbins–Monro stochastic approximation. The humble optimizer that, with tweaks, trained everything from ADALINE to GPT.
citation: A Stochastic Approximation Method
vocab-record type: atlasEntry
vocab-start year: 1951
vocab-end year: 1951
vocab-date label: 1951
vocab-lane: TRAINING, SCALE & EFFICIENCY
vocab-legacy classification: Foundational
vocab-legacy classification code: f
vocab-legacy classification label: Foundational
vocab-kind: development
vocab-significance: foundational
vocab-activity: not_assessed
vocab-trajectory: not_assessed
vocab-status as of: 2026-08-04
vocab-status confidence: low
vocab-status rationale: Low-confidence editorial migration from the legacy category; unrepresented facets remain unassessed.
vocab-evidence assessment: assessment-node:sgd:development
vocab-evidence assessment: assessment-node:sgd:mapStatus
vocab-landmark work association: work-link-sgd>robbins-monro-1951
vocab-claim fingerprint: c13c36b9

Catastrophic forgetting identified
type: DefinedTerm
type: Entity
type: vocab-ResearchDevelopment
description: McCloskey & Cohen: networks overwrite old skills when learning new ones. The 35-year-old bug that still defines the continual-learning agenda.
vocab-record type: atlasEntry
vocab-start year: 1989
vocab-end year: 1989
vocab-date label: 1989
vocab-lane: TRAINING, SCALE & EFFICIENCY
vocab-legacy classification: Foundational
vocab-legacy classification code: f
vocab-legacy classification label: Foundational
vocab-kind: development
vocab-significance: foundational
vocab-activity: not_assessed
vocab-trajectory: not_assessed
vocab-status as of: 2026-08-04
vocab-status confidence: low
vocab-status rationale: Low-confidence editorial migration from the legacy category; unrepresented facets remain unassessed.
vocab-evidence assessment: assessment-node:catforget:development
vocab-evidence assessment: assessment-node:catforget:mapStatus
vocab-claim fingerprint: 172cdb88

ReLU, dropout & practical depth
type: DefinedTerm
type: Entity
type: vocab-ResearchDevelopment
description: Two cheap tricks — sparse activations, random deletion — made deep nets trainable without pretraining scaffolds. Simplicity beat cleverness.
vocab-record type: atlasEntry
vocab-start year: 2011
vocab-end year: 2011
vocab-date label: 2011
vocab-lane: TRAINING, SCALE & EFFICIENCY
vocab-legacy classification: Foundational
vocab-legacy classification code: f
vocab-legacy classification label: Foundational
vocab-kind: development
vocab-significance: foundational
vocab-activity: not_assessed
vocab-trajectory: not_assessed
vocab-status as of: 2026-08-04
vocab-status confidence: low
vocab-status rationale: Low-confidence editorial migration from the legacy category; unrepresented facets remain unassessed.
vocab-evidence assessment: assessment-node:relu:development
vocab-evidence assessment: assessment-node:relu:mapStatus
vocab-claim fingerprint: 6270a781

Adam → AdamW
type: DefinedTerm
type: Entity
type: vocab-ResearchDevelopment
description: Adaptive moments became the default optimizer; AdamW's decoupled weight decay became the durable modern variant. A thousand challengers later, the family remains stubbornly dominant.
citation: Adam: A Method for Stochastic Optimization
citation: Decoupled Weight Decay Regularization
vocab-record type: atlasEntry
vocab-start year: 2014
vocab-end year: 2017
vocab-date label: 2014-2017
vocab-chronology milestone: Adam 2014
vocab-chronology milestone: AdamW 2017
vocab-lane: TRAINING, SCALE & EFFICIENCY
vocab-legacy classification: Foundational
vocab-legacy classification code: f
vocab-legacy classification label: Foundational
vocab-kind: development
vocab-significance: foundational
vocab-activity: not_assessed
vocab-trajectory: not_assessed
vocab-status as of: 2026-08-04
vocab-status confidence: low
vocab-status rationale: Low-confidence editorial migration from the legacy category; unrepresented facets remain unassessed.
vocab-evidence assessment: assessment-node:adam:development
vocab-evidence assessment: assessment-node:adam:mapStatus
vocab-research tier: integrated
vocab-tag: optimization
vocab-tag: training
vocab-research question: Which optimizer behavior is actually responsible for robust scaling across architectures and data regimes?
vocab-paper association: paper-link-adam>1412.6980
vocab-paper association: paper-link-adam>1711.05101
vocab-claim fingerprint: ccd76249

Batch normalization
type: DefinedTerm
type: Entity
type: vocab-ResearchDevelopment
description: Mini-batch statistics stabilized and accelerated deep-network training, becoming a standard ingredient in convolutional networks and the ResNet lineage.
citation: Batch Normalization: Accelerating Deep Network Training by Reducing Internal Covariate Shift
vocab-record type: atlasEntry
vocab-start year: 2015
vocab-end year: 2015
vocab-date label: 2015
vocab-lane: TRAINING, SCALE & EFFICIENCY
vocab-legacy classification: Foundational
vocab-legacy classification code: f
vocab-legacy classification label: Foundational
vocab-kind: development
vocab-significance: foundational
vocab-activity: not_assessed
vocab-trajectory: not_assessed
vocab-status as of: 2026-08-04
vocab-status confidence: low
vocab-status rationale: Low-confidence editorial migration from the legacy category; unrepresented facets remain unassessed.
vocab-evidence assessment: assessment-node:batchnorm:development
vocab-evidence assessment: assessment-node:batchnorm:mapStatus
vocab-research tier: integrated
vocab-paper association: paper-link-batchnorm>1502.03167
vocab-claim fingerprint: 279c606d

Layer normalization
type: DefinedTerm
type: Entity
type: vocab-ResearchDevelopment
description: Normalization across a layer's features removed dependence on batch statistics. It became the normalization backbone of recurrent networks and transformers.
citation: Layer Normalization
vocab-record type: atlasEntry
vocab-start year: 2016
vocab-end year: 2016
vocab-date label: 2016
vocab-lane: TRAINING, SCALE & EFFICIENCY
vocab-legacy classification: Foundational
vocab-legacy classification code: f
vocab-legacy classification label: Foundational
vocab-kind: development
vocab-significance: foundational
vocab-activity: not_assessed
vocab-trajectory: not_assessed
vocab-status as of: 2026-08-04
vocab-status confidence: low
vocab-status rationale: Low-confidence editorial migration from the legacy category; unrepresented facets remain unassessed.
vocab-evidence assessment: assessment-node:layernorm:development
vocab-evidence assessment: assessment-node:layernorm:mapStatus
vocab-research tier: integrated
vocab-paper association: paper-link-layernorm>1607.06450
vocab-claim fingerprint: dd3191c5

Knowledge distillation
type: DefinedTerm
type: Entity
type: vocab-ResearchDevelopment
description: Big teacher → small student. Now the pipeline by which frontier capability reaches phones and open models.
citation: Distilling the Knowledge in a Neural Network
vocab-record type: atlasEntry
vocab-start year: 2015
vocab-end year: 2015
vocab-date label: 2015
vocab-lane: TRAINING, SCALE & EFFICIENCY
vocab-legacy classification: Active
vocab-legacy classification code: a
vocab-legacy classification label: Active
vocab-kind: development
vocab-significance: not_assessed
vocab-activity: active
vocab-trajectory: not_assessed
vocab-status as of: 2026-08-04
vocab-status confidence: low
vocab-status rationale: Low-confidence editorial migration from the legacy category; unrepresented facets remain unassessed.
vocab-evidence assessment: assessment-node:distillation:development
vocab-evidence assessment: assessment-node:distillation:mapStatus
vocab-research tier: integrated
vocab-paper association: paper-link-distillation>1503.02531
vocab-claim fingerprint: 61a260e0

Transfer learning era
type: DefinedTerm
type: Entity
type: vocab-ResearchDevelopment
description: Pretraining followed by task adaptation became a dominant workflow across many domains, reducing but not eliminating from-scratch training and helping create the model-hub economy.
vocab-record type: atlasEntry
vocab-start year: 2018
vocab-end year: 2018
vocab-date label: 2018
vocab-lane: TRAINING, SCALE & EFFICIENCY
vocab-legacy classification: Foundational
vocab-legacy classification code: f
vocab-legacy classification label: Foundational
vocab-kind: development
vocab-significance: foundational
vocab-activity: not_assessed
vocab-trajectory: not_assessed
vocab-status as of: 2026-08-04
vocab-status confidence: low
vocab-status rationale: Low-confidence editorial migration from the legacy category; unrepresented facets remain unassessed.
vocab-evidence assessment: assessment-node:transfer:development
vocab-evidence assessment: assessment-node:transfer:mapStatus
vocab-claim fingerprint: 3e2f8f82

Self-supervised learning
type: DefinedTerm
type: Entity
type: vocab-ResearchDevelopment
description: Learning supervisory signals from the data itself: contrastive learning, masked prediction, and predictive pretraining. SimCLR, MAE, wav2vec and BERT made it a shared foundation across vision, speech and language.
citation: A Simple Framework for Contrastive Learning of Visual Representations
citation: Masked Autoencoders Are Scalable Vision Learners
vocab-record type: atlasEntry
vocab-start year: 2015
vocab-end year: 2015
vocab-date label: 2015
vocab-lane: TRAINING, SCALE & EFFICIENCY
vocab-legacy classification: Foundational
vocab-legacy classification code: f
vocab-legacy classification label: Foundational
vocab-kind: development
vocab-significance: foundational
vocab-activity: not_assessed
vocab-trajectory: not_assessed
vocab-status as of: 2026-08-04
vocab-status confidence: low
vocab-status rationale: Low-confidence editorial migration from the legacy category; unrepresented facets remain unassessed.
vocab-evidence assessment: assessment-node:selfsup:development
vocab-evidence assessment: assessment-node:selfsup:mapStatus
vocab-research tier: integrated
vocab-tag: training
vocab-tag: vision
vocab-tag: speech
vocab-tag: language
vocab-research question: Which predictive objectives learn representations that transfer reliably across modalities and distribution shifts?
vocab-paper association: paper-link-selfsup>2002.05709
vocab-paper association: paper-link-selfsup>2111.06377
vocab-claim fingerprint: 532882d5

The Bitter Lesson
type: DefinedTerm
type: Entity
type: vocab-ResearchDevelopment
description: Sutton's essay: general methods riding compute beat human-crafted cleverness, every time so far. The scaling era's ideology — and its critics' target.
vocab-record type: atlasEntry
vocab-start year: 2019
vocab-end year: 2019
vocab-date label: 2019
vocab-lane: TRAINING, SCALE & EFFICIENCY
vocab-legacy classification: Foundational
vocab-legacy classification code: f
vocab-legacy classification label: Foundational
vocab-kind: development
vocab-significance: foundational
vocab-activity: not_assessed
vocab-trajectory: not_assessed
vocab-status as of: 2026-08-04
vocab-status confidence: low
vocab-status rationale: Low-confidence editorial migration from the legacy category; unrepresented facets remain unassessed.
vocab-evidence assessment: assessment-node:bitterlesson:development
vocab-evidence assessment: assessment-node:bitterlesson:mapStatus
vocab-claim fingerprint: affc6302

Scaling laws → Chinchilla
type: DefinedTerm
type: Entity
type: vocab-ResearchDevelopment
description: Loss falls as a power law in compute, data, parameters (Kaplan 2020); Chinchilla corrected the data ratio (2022). Research became engineering.
citation: Scaling Laws for Neural Language Models
citation: Training Compute-Optimal Large Language Models
vocab-record type: atlasEntry
vocab-start year: 2020
vocab-end year: 2022
vocab-date label: 2020-2022
vocab-chronology milestone: Kaplan scaling laws 2020
vocab-chronology milestone: Chinchilla 2022
vocab-lane: TRAINING, SCALE & EFFICIENCY
vocab-legacy classification: Foundational
vocab-legacy classification code: f
vocab-legacy classification label: Foundational
vocab-kind: development
vocab-significance: foundational
vocab-activity: not_assessed
vocab-trajectory: not_assessed
vocab-status as of: 2026-08-04
vocab-status confidence: low
vocab-status rationale: Low-confidence editorial migration from the legacy category; unrepresented facets remain unassessed.
vocab-evidence assessment: assessment-node:scalinglaws:development
vocab-evidence assessment: assessment-node:scalinglaws:mapStatus
vocab-research tier: integrated
vocab-paper association: paper-link-scalinglaws>2001.08361
vocab-paper association: paper-link-scalinglaws>2203.15556
vocab-claim fingerprint: 4f4a0a7b

LoRA & parameter-efficient tuning
type: DefinedTerm
type: Entity
type: vocab-ResearchDevelopment
description: Low-rank adapters: customize a giant model on one GPU. Democratized fine-tuning and powered the open-weight explosion.
citation: QLoRA: Efficient Finetuning of Quantized LLMs
citation: LoRA: Low-Rank Adaptation of Large Language Models
vocab-record type: atlasEntry
vocab-start year: 2021
vocab-end year: 2021
vocab-date label: 2021
vocab-lane: TRAINING, SCALE & EFFICIENCY
vocab-legacy classification: Foundational
vocab-legacy classification code: f
vocab-legacy classification label: Foundational
vocab-kind: development
vocab-significance: foundational
vocab-activity: not_assessed
vocab-trajectory: not_assessed
vocab-status as of: 2026-08-04
vocab-status confidence: low
vocab-status rationale: Low-confidence editorial migration from the legacy category; unrepresented facets remain unassessed.
vocab-evidence assessment: assessment-node:lora:development
vocab-evidence assessment: assessment-node:lora:mapStatus
vocab-research tier: integrated
vocab-tag: training
vocab-tag: efficiency
vocab-tag: adaptation
vocab-research question: How should low-rank adaptation interact with quantization, continual updates and model merging?
vocab-paper association: paper-link-lora>2305.14314
vocab-paper association: paper-link-lora>2106.09685
vocab-claim fingerprint: 9e81ed69

Quantization & sparsity
type: DefinedTerm
type: Entity
type: vocab-ResearchDevelopment
description: INT8→FP4, pruning and structured sparsity shrink models for deployment while trading off memory, throughput and accuracy.
citation: GPTQ: Accurate Post-Training Quantization for Generative Pre-trained Transformers
citation: SmoothQuant: Accurate and Efficient Post-Training Quantization for Large Language Models
citation: SparseGPT: Massive Language Models Can Be Accurately Pruned in One-Shot
vocab-record type: atlasEntry
vocab-start year: 2022
vocab-end year: 2022
vocab-date label: 2022
vocab-lane: TRAINING, SCALE & EFFICIENCY
vocab-legacy classification: Active
vocab-legacy classification code: a
vocab-legacy classification label: Active
vocab-kind: development
vocab-significance: not_assessed
vocab-activity: active
vocab-trajectory: not_assessed
vocab-status as of: 2026-08-04
vocab-status confidence: low
vocab-status rationale: Low-confidence editorial migration from the legacy category; unrepresented facets remain unassessed.
vocab-evidence assessment: assessment-node:quant:development
vocab-evidence assessment: assessment-node:quant:mapStatus
vocab-research tier: integrated
vocab-tag: efficiency
vocab-tag: compression
vocab-tag: inference
vocab-research question: How far can post-training compression go before rare, small or safety-critical behaviors degrade in ways aggregate benchmarks miss?
vocab-paper association: paper-link-quant>2210.17323
vocab-paper association: paper-link-quant>2211.10438
vocab-paper association: paper-link-quant>2301.00774
vocab-claim fingerprint: 28024d04

FlashAttention & kernel craft
type: DefinedTerm
type: Entity
type: vocab-ResearchDevelopment
description: IO-aware exact attention. Hardware-sympathetic algorithms beat clever approximations — and killed the linear-attention wave.
citation: FlashAttention: Fast and Memory-Efficient Exact Attention with IO-Awareness
vocab-record type: atlasEntry
vocab-start year: 2022
vocab-end year: 2022
vocab-date label: 2022
vocab-lane: TRAINING, SCALE & EFFICIENCY
vocab-legacy classification: Foundational
vocab-legacy classification code: f
vocab-legacy classification label: Foundational
vocab-kind: development
vocab-significance: foundational
vocab-activity: not_assessed
vocab-trajectory: not_assessed
vocab-status as of: 2026-08-04
vocab-status confidence: low
vocab-status rationale: Low-confidence editorial migration from the legacy category; unrepresented facets remain unassessed.
vocab-evidence assessment: assessment-node:flash:development
vocab-evidence assessment: assessment-node:flash:mapStatus
vocab-research tier: integrated
vocab-paper association: paper-link-flash>2205.14135
vocab-claim fingerprint: 56ba512c

Data curation & synthetic data
type: DefinedTerm
type: Entity
type: vocab-ResearchDevelopment
description: Mixtures, dedup, quality filters — then models teaching models (phi, distilled reasoning traces). Data quality as the real moat.
citation: Datasheets for Datasets
vocab-record type: atlasEntry
vocab-start year: 2023
vocab-end year: 2023
vocab-date label: 2023
vocab-lane: TRAINING, SCALE & EFFICIENCY
vocab-legacy classification: Active
vocab-legacy classification code: a
vocab-legacy classification label: Active
vocab-kind: development
vocab-significance: not_assessed
vocab-activity: active
vocab-trajectory: not_assessed
vocab-status as of: 2026-08-04
vocab-status confidence: low
vocab-status rationale: Low-confidence editorial migration from the legacy category; unrepresented facets remain unassessed.
vocab-evidence assessment: assessment-node:datacentric:development
vocab-evidence assessment: assessment-node:datacentric:mapStatus
vocab-research tier: integrated
vocab-tag: data
vocab-tag: evaluation
vocab-research question: How can dataset provenance, quality and representativeness remain auditable at web scale?
vocab-paper association: paper-link-datacentric>1803.09010
vocab-claim fingerprint: 46e32075

Test-time compute scaling
type: DefinedTerm
type: Entity
type: vocab-ResearchDevelopment
description: Think longer instead of training bigger — the o1 insight. A second scaling axis, with search and verification in the loop.
vocab-record type: atlasEntry
vocab-start year: 2024
vocab-end year: 2024
vocab-date label: 2024
vocab-lane: TRAINING, SCALE & EFFICIENCY
vocab-legacy classification: Hot frontier
vocab-legacy classification code: h
vocab-legacy classification label: Hot frontier
vocab-kind: development
vocab-significance: not_assessed
vocab-activity: high_activity
vocab-trajectory: not_assessed
vocab-status as of: 2026-08-04
vocab-status confidence: low
vocab-status rationale: Low-confidence editorial migration from the legacy category; unrepresented facets remain unassessed.
vocab-evidence assessment: assessment-node:testtime:development
vocab-evidence assessment: assessment-node:testtime:mapStatus
vocab-claim fingerprint: 70207f6f

Efficient RL recipes (GRPO, R1)
type: DefinedTerm
type: Entity
type: vocab-ResearchDevelopment
description: DeepSeek's cheap RL-for-reasoning stack: frontier capability at a fraction of assumed cost. Efficiency itself as geopolitical disruption.
vocab-record type: atlasEntry
vocab-start year: 2025
vocab-end year: 2025
vocab-date label: 2025
vocab-lane: TRAINING, SCALE & EFFICIENCY
vocab-legacy classification: Hot frontier
vocab-legacy classification code: h
vocab-legacy classification label: Hot frontier
vocab-kind: development
vocab-significance: not_assessed
vocab-activity: high_activity
vocab-trajectory: not_assessed
vocab-status as of: 2026-08-04
vocab-status confidence: low
vocab-status rationale: Low-confidence editorial migration from the legacy category; unrepresented facets remain unassessed.
vocab-evidence assessment: assessment-node:grpo:development
vocab-evidence assessment: assessment-node:grpo:mapStatus
vocab-claim fingerprint: b3a54401

Continual learning push
type: DefinedTerm
type: Entity
type: vocab-ResearchDevelopment
description: Nested learning, Titans-style memory, weight consolidation: the 2025–26 assault on catastrophic forgetting. Frontier labs now call it solvable.
vocab-record type: atlasEntry
vocab-start year: 2025
vocab-end year: 2025
vocab-date label: 2025
vocab-lane: TRAINING, SCALE & EFFICIENCY
vocab-legacy classification: Hot frontier
vocab-legacy classification code: h
vocab-legacy classification label: Hot frontier
vocab-kind: development
vocab-significance: not_assessed
vocab-activity: high_activity
vocab-trajectory: not_assessed
vocab-status as of: 2026-08-04
vocab-status confidence: low
vocab-status rationale: Low-confidence editorial migration from the legacy category; unrepresented facets remain unassessed.
vocab-evidence assessment: assessment-node:continual:development
vocab-evidence assessment: assessment-node:continual:mapStatus
vocab-claim fingerprint: 9bb22de9

Differential privacy in ML
type: DefinedTerm
type: Entity
type: vocab-ResearchDevelopment
description: Provable privacy budgets for training. Deployed in census and keyboards; a steady niche rather than a wave.
citation: Deep Learning with Differential Privacy
vocab-record type: atlasEntry
vocab-start year: 2016
vocab-end year: 2016
vocab-date label: 2016
vocab-lane: TRAINING, SCALE & EFFICIENCY
vocab-legacy classification: Active
vocab-legacy classification code: a
vocab-legacy classification label: Active
vocab-kind: development
vocab-significance: not_assessed
vocab-activity: active
vocab-trajectory: not_assessed
vocab-status as of: 2026-08-04
vocab-status confidence: low
vocab-status rationale: Low-confidence editorial migration from the legacy category; unrepresented facets remain unassessed.
vocab-evidence assessment: assessment-node:dp:development
vocab-evidence assessment: assessment-node:dp:mapStatus
vocab-research tier: integrated
vocab-paper association: paper-link-dp>1607.00133
vocab-claim fingerprint: 7600b219

Federated learning
type: DefinedTerm
type: Entity
type: vocab-ResearchDevelopment
description: Training across devices or organizations without centralizing their raw data. It is deployed in privacy-sensitive settings and remains an active research area in optimization, security, and heterogeneous clients.
citation: Communication-Efficient Learning of Deep Networks from Decentralized Data
vocab-record type: atlasEntry
vocab-start year: 2017
vocab-end year: 2017
vocab-date label: 2017
vocab-lane: TRAINING, SCALE & EFFICIENCY
vocab-legacy classification: Active
vocab-legacy classification code: a
vocab-legacy classification label: Active
vocab-kind: development
vocab-significance: not_assessed
vocab-activity: active
vocab-trajectory: not_assessed
vocab-status as of: 2026-08-04
vocab-status confidence: low
vocab-status rationale: Low-confidence editorial migration from the legacy category; unrepresented facets remain unassessed.
vocab-evidence assessment: assessment-node:federated:development
vocab-evidence assessment: assessment-node:federated:mapStatus
vocab-research tier: integrated
vocab-paper association: paper-link-federated>1602.05629
vocab-claim fingerprint: 33de5c64

Deep learning theory (NTK, double descent)
type: DefinedTerm
type: Entity
type: vocab-ResearchDevelopment
description: Why do overparameterized nets generalize? NTK, double descent, lottery tickets — insight-rich, prediction-poor. Theory still trails practice by years.
vocab-record type: atlasEntry
vocab-start year: 2019
vocab-end year: 2019
vocab-date label: 2019
vocab-lane: TRAINING, SCALE & EFFICIENCY
vocab-legacy classification: Active
vocab-legacy classification code: a
vocab-legacy classification label: Active
vocab-kind: development
vocab-significance: not_assessed
vocab-activity: active
vocab-trajectory: not_assessed
vocab-status as of: 2026-08-04
vocab-status confidence: low
vocab-status rationale: Low-confidence editorial migration from the legacy category; unrepresented facets remain unassessed.
vocab-evidence assessment: assessment-node:dltheory:development
vocab-evidence assessment: assessment-node:dltheory:mapStatus
vocab-claim fingerprint: abe229ce

Sleep & memory consolidation
type: DefinedTerm
type: Entity
type: vocab-OpenResearchDirection
description: Research direction: develop principled offline consolidation that transfers episodic experience into durable behavior without destructive forgetting. Long context and external memory address related but different problems.
citation: TRACE: A Comprehensive Benchmark for Continual Learning in Large Language Models
citation: Not Just After One: Sleep-Inspired Replay Prevents Catastrophic Forgetting After Sequential Tasks
vocab-record type: atlasEntry
vocab-start year: 2026
vocab-end year: 2026
vocab-date label: 2026
vocab-lane: TRAINING, SCALE & EFFICIENCY
vocab-legacy classification: Open direction
vocab-legacy classification code: g
vocab-legacy classification label: Open direction
vocab-kind: open_direction
vocab-significance: not_assessed
vocab-activity: not_assessed
vocab-trajectory: not_assessed
vocab-status as of: 2026-08-04
vocab-status confidence: low
vocab-status rationale: Low-confidence editorial migration from the legacy category; unrepresented facets remain unassessed.
vocab-evidence assessment: assessment-node:gap memory:development
vocab-evidence assessment: assessment-node:gap memory:mapStatus
vocab-research question: Can episodic experience be consolidated into durable parametric behavior while bounding forgetting and outperforming long-context, retrieval, and rehearsal controls?
vocab-paper association: paper-link-gap memory>2310.06762
vocab-paper association: paper-link-gap memory>2606.08447
vocab-claim fingerprint: 3fcb611c
vocab-direction claim state: editorial_hypothesis
vocab-direction as of: 2026-08-04
vocab-direction confidence: high
vocab-closure criteria: Across a long ordered experience stream, demonstrate retained prior-task performance, positive transfer, and stable general capability while beating matched replay-buffer, rehearsal, retrieval, long-context, and parameter-expansion controls at equal storage and compute.
vocab-partial result: TRACE exposes severe capability and instruction-following degradation during sequential LLM adaptation.
vocab-partial result: Delayed sleep-inspired replay can partially restore multiple sequentially learned tasks.
vocab-partial result: Replay, regularization, adapters, and dynamic expansion mitigate forgetting but do not establish general durable consolidation.
vocab-starter project: Individual: Compare delayed generative replay, immediate rehearsal, and LoRA isolation on a small TRACE stream with explicit storage and compute accounting.
vocab-starter project: Small lab: Consolidate episodic traces into a 7B model and compare parametric retention against retrieval, long context, and equal-size raw replay buffers.
vocab-starter project: Well-funded lab: Run a months-long multimodal experience stream with periodic consolidation, measuring forgetting, transfer, behavior drift, and retained safety properties.
vocab-counterexample: Reasoning-augmented continual learning reduces some forgetting on TRACE.
vocab-counterexample: Sleep-inspired replay partially restores prior tasks after multiple sequential updates.
vocab-counterexample: Titans provides test-time neural memory but is not equivalent to offline parametric consolidation.
vocab-counterexample: Long context and retrieval can preserve access to episodes without consolidating them into durable behavior.
vocab-crowdedness: High in continual learning; lower in biologically inspired offline consolidation at LLM scale.
vocab-tractability: Medium for 1B-7B studies and low for frontier-scale long-horizon consolidation.

Georgetown MT demo → ALPAC
type: DefinedTerm
type: Entity
type: vocab-ResearchDevelopment
description: Russian→English demo promised solved-in-5-years; the 1966 ALPAC report axed US funding. NLP's first boom-bust cycle, complete in twelve years.
citation: The Georgetown-IBM Experiment
citation: Language and Machines: Computers in Translation and Linguistics
vocab-record type: atlasEntry
vocab-start year: 1954
vocab-end year: 1966
vocab-date label: 1954-1966
vocab-lane: LANGUAGE & LLMs
vocab-legacy classification: Ended / superseded (legacy)
vocab-legacy classification code: x
vocab-legacy classification label: Ended / superseded (legacy)
vocab-kind: development
vocab-significance: not_assessed
vocab-activity: not_assessed
vocab-trajectory: ambiguous_ended_or_superseded
vocab-status as of: 2026-08-04
vocab-status confidence: low
vocab-status rationale: Low-confidence editorial migration from the legacy category; unrepresented facets remain unassessed.
vocab-evidence assessment: assessment-node:mtgeorgetown:development
vocab-evidence assessment: assessment-node:mtgeorgetown:mapStatus
vocab-landmark work association: work-link-mtgeorgetown>ibm-georgetown-mt-1954
vocab-landmark work association: work-link-mtgeorgetown>alpac-language-machines-1966
vocab-claim fingerprint: 244dc97e

Generative grammar
type: DefinedTerm
type: Entity
type: vocab-ResearchDevelopment
description: Chomsky's formal syntax hierarchies fueled symbolic NLP for decades — and his 'poverty of stimulus' argued pure learning could never acquire language. LLMs reopened the case.
vocab-record type: atlasEntry
vocab-start year: 1957
vocab-end year: 1957
vocab-date label: 1957
vocab-lane: LANGUAGE & LLMs
vocab-legacy classification: Foundational
vocab-legacy classification code: f
vocab-legacy classification label: Foundational
vocab-kind: development
vocab-significance: foundational
vocab-activity: not_assessed
vocab-trajectory: not_assessed
vocab-status as of: 2026-08-04
vocab-status confidence: low
vocab-status rationale: Low-confidence editorial migration from the legacy category; unrepresented facets remain unassessed.
vocab-evidence assessment: assessment-node:chomsky:development
vocab-evidence assessment: assessment-node:chomsky:mapStatus
vocab-claim fingerprint: 5c757dd0

ELIZA
type: DefinedTerm
type: Entity
type: vocab-ResearchDevelopment
description: Weizenbaum's pattern-matching 'therapist'. The first chatbot — and the first Eliza effect, as users projected understanding onto scripts.
citation: ELIZA—A Computer Program for the Study of Natural Language Communication Between Man and Machine
vocab-record type: atlasEntry
vocab-start year: 1966
vocab-end year: 1966
vocab-date label: 1966
vocab-lane: LANGUAGE & LLMs
vocab-legacy classification: Foundational
vocab-legacy classification code: f
vocab-legacy classification label: Foundational
vocab-kind: development
vocab-significance: foundational
vocab-activity: not_assessed
vocab-trajectory: not_assessed
vocab-status as of: 2026-08-04
vocab-status confidence: low
vocab-status rationale: Low-confidence editorial migration from the legacy category; unrepresented facets remain unassessed.
vocab-evidence assessment: assessment-node:eliza:development
vocab-evidence assessment: assessment-node:eliza:mapStatus
vocab-landmark work association: work-link-eliza>weizenbaum-eliza-1966
vocab-claim fingerprint: 5441a0a0

Scripts & conceptual dependency
type: DefinedTerm
type: Entity
type: vocab-ResearchDevelopment
description: Schank: meaning as canonical structures, stories as scripts. Rich theory with a hand-built ceiling; faded with the statistical turn.
vocab-record type: atlasEntry
vocab-start year: 1972
vocab-end year: 1972
vocab-date label: 1972
vocab-lane: LANGUAGE & LLMs
vocab-legacy classification: Dormant
vocab-legacy classification code: d
vocab-legacy classification label: Dormant
vocab-kind: development
vocab-significance: not_assessed
vocab-activity: dormant
vocab-trajectory: not_assessed
vocab-status as of: 2026-08-04
vocab-status confidence: low
vocab-status rationale: Low-confidence editorial migration from the legacy category; unrepresented facets remain unassessed.
vocab-evidence assessment: assessment-node:conceptualdep:development
vocab-evidence assessment: assessment-node:conceptualdep:mapStatus
vocab-claim fingerprint: 9c0fc2c8

HMM speech recognition
type: DefinedTerm
type: Entity
type: vocab-ResearchDevelopment
description: Jelinek's statistical turn ('every time I fire a linguist, performance goes up'). Ruled speech for 35 years — then deep nets retired it.
vocab-record type: atlasEntry
vocab-start year: 1975
vocab-end year: 1975
vocab-date label: 1975
vocab-lane: LANGUAGE & LLMs
vocab-legacy classification: Ended / superseded (legacy)
vocab-legacy classification code: x
vocab-legacy classification label: Ended / superseded (legacy)
vocab-kind: development
vocab-significance: not_assessed
vocab-activity: not_assessed
vocab-trajectory: ambiguous_ended_or_superseded
vocab-status as of: 2026-08-04
vocab-status confidence: low
vocab-status rationale: Low-confidence editorial migration from the legacy category; unrepresented facets remain unassessed.
vocab-evidence assessment: assessment-node:hmmspeech:development
vocab-evidence assessment: assessment-node:hmmspeech:mapStatus
vocab-claim fingerprint: e6fb4ae7

n-gram language models
type: DefinedTerm
type: Entity
type: vocab-ResearchDevelopment
description: Count word sequences, predict the next. Powered search and speech for decades — the ancestor LLMs obliterated and descend from.
vocab-record type: atlasEntry
vocab-start year: 1980
vocab-end year: 1980
vocab-date label: 1980
vocab-lane: LANGUAGE & LLMs
vocab-legacy classification: Ended / superseded (legacy)
vocab-legacy classification code: x
vocab-legacy classification label: Ended / superseded (legacy)
vocab-kind: development
vocab-significance: not_assessed
vocab-activity: not_assessed
vocab-trajectory: ambiguous_ended_or_superseded
vocab-status as of: 2026-08-04
vocab-status confidence: low
vocab-status rationale: Low-confidence editorial migration from the legacy category; unrepresented facets remain unassessed.
vocab-evidence assessment: assessment-node:ngram:development
vocab-evidence assessment: assessment-node:ngram:mapStatus
vocab-claim fingerprint: 33eba71f

Vector-space information retrieval
type: DefinedTerm
type: Entity
type: vocab-ResearchDevelopment
description: Documents and queries represented as weighted term vectors made ranked search practical. This classical retrieval lineage runs through Watson and into retrieval-augmented generation.
vocab-record type: atlasEntry
vocab-start year: 1975
vocab-end year: 1975
vocab-date label: 1975
vocab-lane: LANGUAGE & LLMs
vocab-legacy classification: Foundational
vocab-legacy classification code: f
vocab-legacy classification label: Foundational
vocab-kind: development
vocab-significance: foundational
vocab-activity: not_assessed
vocab-trajectory: not_assessed
vocab-status as of: 2026-08-04
vocab-status confidence: low
vocab-status rationale: Low-confidence editorial migration from the legacy category; unrepresented facets remain unassessed.
vocab-evidence assessment: assessment-node:ir:development
vocab-evidence assessment: assessment-node:ir:mapStatus
vocab-claim fingerprint: 37446fd3

Penn Treebank & statistical NLP
type: DefinedTerm
type: Entity
type: vocab-ResearchDevelopment
description: Annotated corpora turned linguistics into a measurable, competitive sport. The empirical culture LLMs inherited.
vocab-record type: atlasEntry
vocab-start year: 1993
vocab-end year: 1993
vocab-date label: 1993
vocab-lane: LANGUAGE & LLMs
vocab-legacy classification: Foundational
vocab-legacy classification code: f
vocab-legacy classification label: Foundational
vocab-kind: development
vocab-significance: foundational
vocab-activity: not_assessed
vocab-trajectory: not_assessed
vocab-status as of: 2026-08-04
vocab-status confidence: low
vocab-status rationale: Low-confidence editorial migration from the legacy category; unrepresented facets remain unassessed.
vocab-evidence assessment: assessment-node:treebank:development
vocab-evidence assessment: assessment-node:treebank:mapStatus
vocab-claim fingerprint: b390a35a

Statistical machine translation
type: DefinedTerm
type: Entity
type: vocab-ResearchDevelopment
description: IBM's noisy-channel models revived MT from the ALPAC ashes; phrase-based SMT ran Google Translate for a decade — then neural MT ended it overnight.
vocab-record type: atlasEntry
vocab-start year: 1993
vocab-end year: 1993
vocab-date label: 1993
vocab-lane: LANGUAGE & LLMs
vocab-legacy classification: Ended / superseded (legacy)
vocab-legacy classification code: x
vocab-legacy classification label: Ended / superseded (legacy)
vocab-kind: development
vocab-significance: not_assessed
vocab-activity: not_assessed
vocab-trajectory: ambiguous_ended_or_superseded
vocab-status as of: 2026-08-04
vocab-status confidence: low
vocab-status rationale: Low-confidence editorial migration from the legacy category; unrepresented facets remain unassessed.
vocab-evidence assessment: assessment-node:smt:development
vocab-evidence assessment: assessment-node:smt:mapStatus
vocab-claim fingerprint: 975e973b

WordNet & lexical resources
type: DefinedTerm
type: Entity
type: vocab-ResearchDevelopment
description: Hand-built graphs of word meaning. Foundational for an era of NLP; essentially frozen since embeddings learned the same structure from text.
vocab-record type: atlasEntry
vocab-start year: 1995
vocab-end year: 1995
vocab-date label: 1995
vocab-lane: LANGUAGE & LLMs
vocab-legacy classification: Dormant
vocab-legacy classification code: d
vocab-legacy classification label: Dormant
vocab-kind: development
vocab-significance: not_assessed
vocab-activity: dormant
vocab-trajectory: not_assessed
vocab-status as of: 2026-08-04
vocab-status confidence: low
vocab-status rationale: Low-confidence editorial migration from the legacy category; unrepresented facets remain unassessed.
vocab-evidence assessment: assessment-node:wordnet:development
vocab-evidence assessment: assessment-node:wordnet:mapStatus
vocab-claim fingerprint: 9252e64c

Neural language model
type: DefinedTerm
type: Entity
type: vocab-ResearchDevelopment
description: Bengio's neural LM: word embeddings + shared statistical strength. The right idea, one GPU generation too early.
citation: A Neural Probabilistic Language Model
vocab-record type: atlasEntry
vocab-start year: 2003
vocab-end year: 2003
vocab-date label: 2003
vocab-lane: LANGUAGE & LLMs
vocab-legacy classification: Foundational
vocab-legacy classification code: f
vocab-legacy classification label: Foundational
vocab-kind: development
vocab-significance: foundational
vocab-activity: not_assessed
vocab-trajectory: not_assessed
vocab-status as of: 2026-08-04
vocab-status confidence: low
vocab-status rationale: Low-confidence editorial migration from the legacy category; unrepresented facets remain unassessed.
vocab-evidence assessment: assessment-node:bengio03:development
vocab-evidence assessment: assessment-node:bengio03:mapStatus
vocab-landmark work association: work-link-bengio03>bengio-neural-lm-2003
vocab-claim fingerprint: 758835aa

IBM Watson
type: DefinedTerm
type: Entity
type: vocab-ResearchDevelopment
description: Jeopardy! triumph via hybrid NLP+IR — then a healthcare moonshot that burned billions and was sold for parts. The era's overclaim case study.
vocab-record type: atlasEntry
vocab-start year: 2011
vocab-end year: 2011
vocab-date label: 2011
vocab-lane: LANGUAGE & LLMs
vocab-legacy classification: Ended / superseded (legacy)
vocab-legacy classification code: x
vocab-legacy classification label: Ended / superseded (legacy)
vocab-kind: development
vocab-significance: not_assessed
vocab-activity: not_assessed
vocab-trajectory: ambiguous_ended_or_superseded
vocab-status as of: 2026-08-04
vocab-status confidence: low
vocab-status rationale: Low-confidence editorial migration from the legacy category; unrepresented facets remain unassessed.
vocab-evidence assessment: assessment-node:watson:development
vocab-evidence assessment: assessment-node:watson:mapStatus
vocab-claim fingerprint: 82d9ed91

Deep speech recognition
type: DefinedTerm
type: Entity
type: vocab-ResearchDevelopment
description: DNNs halved error rates and retired the HMM pipeline — deep learning's first industrial conquest, before vision's.
vocab-record type: atlasEntry
vocab-start year: 2012
vocab-end year: 2012
vocab-date label: 2012
vocab-lane: LANGUAGE & LLMs
vocab-legacy classification: Foundational
vocab-legacy classification code: f
vocab-legacy classification label: Foundational
vocab-kind: development
vocab-significance: foundational
vocab-activity: not_assessed
vocab-trajectory: not_assessed
vocab-status as of: 2026-08-04
vocab-status confidence: low
vocab-status rationale: Low-confidence editorial migration from the legacy category; unrepresented facets remain unassessed.
vocab-evidence assessment: assessment-node:dlspeech:development
vocab-evidence assessment: assessment-node:dlspeech:mapStatus
vocab-claim fingerprint: 712414a2

word2vec / GloVe
type: DefinedTerm
type: Entity
type: vocab-ResearchDevelopment
description: Meaning as geometry ('king − man + woman ≈ queen'). Static embeddings were superseded by contextual ones — but the vector worldview conquered everything.
citation: Efficient Estimation of Word Representations in Vector Space
citation: GloVe: Global Vectors for Word Representation
vocab-record type: atlasEntry
vocab-start year: 2013
vocab-end year: 2013
vocab-date label: 2013
vocab-lane: LANGUAGE & LLMs
vocab-legacy classification: Ended / superseded (legacy)
vocab-legacy classification code: x
vocab-legacy classification label: Ended / superseded (legacy)
vocab-kind: development
vocab-significance: not_assessed
vocab-activity: not_assessed
vocab-trajectory: ambiguous_ended_or_superseded
vocab-status as of: 2026-08-04
vocab-status confidence: low
vocab-status rationale: Low-confidence editorial migration from the legacy category; unrepresented facets remain unassessed.
vocab-evidence assessment: assessment-node:word2vec:development
vocab-evidence assessment: assessment-node:word2vec:mapStatus
vocab-research tier: integrated
vocab-paper association: paper-link-word2vec>1301.3781
vocab-landmark work association: work-link-word2vec>pennington-socher-manning-glove-2014
vocab-claim fingerprint: 4bac1346

seq2seq encoder–decoder
type: DefinedTerm
type: Entity
type: vocab-ResearchDevelopment
description: Sentence in, sentence out, via LSTMs. Machine translation went neural — and 'everything is sequence transduction' became a research program.
citation: Sequence to Sequence Learning with Neural Networks
vocab-record type: atlasEntry
vocab-start year: 2014
vocab-end year: 2014
vocab-date label: 2014
vocab-lane: LANGUAGE & LLMs
vocab-legacy classification: Foundational
vocab-legacy classification code: f
vocab-legacy classification label: Foundational
vocab-kind: development
vocab-significance: foundational
vocab-activity: not_assessed
vocab-trajectory: not_assessed
vocab-status as of: 2026-08-04
vocab-status confidence: low
vocab-status rationale: Low-confidence editorial migration from the legacy category; unrepresented facets remain unassessed.
vocab-evidence assessment: assessment-node:seq2seq:development
vocab-evidence assessment: assessment-node:seq2seq:mapStatus
vocab-research tier: integrated
vocab-paper association: paper-link-seq2seq>1409.3215
vocab-claim fingerprint: 9290b6e3

Neural MT deployed (GNMT)
type: DefinedTerm
type: Entity
type: vocab-ResearchDevelopment
description: Google Translate's overnight quality jump — the first mass-scale deep NLP product, and SMT's abrupt retirement.
vocab-record type: atlasEntry
vocab-start year: 2016
vocab-end year: 2016
vocab-date label: 2016
vocab-lane: LANGUAGE & LLMs
vocab-legacy classification: Foundational
vocab-legacy classification code: f
vocab-legacy classification label: Foundational
vocab-kind: development
vocab-significance: foundational
vocab-activity: not_assessed
vocab-trajectory: not_assessed
vocab-status as of: 2026-08-04
vocab-status confidence: low
vocab-status rationale: Low-confidence editorial migration from the legacy category; unrepresented facets remain unassessed.
vocab-evidence assessment: assessment-node:nmt:development
vocab-evidence assessment: assessment-node:nmt:mapStatus
vocab-claim fingerprint: 28f43965

BERT & pretrain–finetune
type: DefinedTerm
type: Entity
type: vocab-ResearchDevelopment
description: Masked bidirectional pretraining transformed language understanding and transfer. Encoder models remain widely used for embeddings, retrieval and classification alongside decoder-only language models.
citation: BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding
vocab-record type: atlasEntry
vocab-start year: 2018
vocab-end year: 2018
vocab-date label: 2018
vocab-lane: LANGUAGE & LLMs
vocab-legacy classification: Foundational
vocab-legacy classification code: f
vocab-legacy classification label: Foundational
vocab-kind: development
vocab-significance: foundational
vocab-activity: not_assessed
vocab-trajectory: not_assessed
vocab-status as of: 2026-08-04
vocab-status confidence: low
vocab-status rationale: Low-confidence editorial migration from the legacy category; unrepresented facets remain unassessed.
vocab-evidence assessment: assessment-node:bert:development
vocab-evidence assessment: assessment-node:bert:mapStatus
vocab-research tier: integrated
vocab-paper association: paper-link-bert>1810.04805
vocab-claim fingerprint: 77296372

GPT-2 — generation scales
type: DefinedTerm
type: Entity
type: vocab-ResearchDevelopment
description: Decoder-only LM 'too dangerous to release' — showed unsupervised generation plus zero-shot glimmers. The scaling bet forms.
citation: Language Models are Unsupervised Multitask Learners
vocab-record type: atlasEntry
vocab-start year: 2019
vocab-end year: 2019
vocab-date label: 2019
vocab-lane: LANGUAGE & LLMs
vocab-legacy classification: Foundational
vocab-legacy classification code: f
vocab-legacy classification label: Foundational
vocab-kind: development
vocab-significance: foundational
vocab-activity: not_assessed
vocab-trajectory: not_assessed
vocab-status as of: 2026-08-04
vocab-status confidence: low
vocab-status rationale: Low-confidence editorial migration from the legacy category; unrepresented facets remain unassessed.
vocab-evidence assessment: assessment-node:gpt2:development
vocab-evidence assessment: assessment-node:gpt2:mapStatus
vocab-landmark work association: work-link-gpt2>radford-gpt2-2019
vocab-claim fingerprint: e7fcbb1a

GPT-3 & in-context learning
type: DefinedTerm
type: Entity
type: vocab-ResearchDevelopment
description: At 175B parameters, GPT-3 showed sharply improved few-shot in-context learning under next-token training and accelerated the shift toward language-model APIs.
citation: Language Models are Few-Shot Learners
vocab-record type: atlasEntry
vocab-start year: 2020
vocab-end year: 2020
vocab-date label: 2020
vocab-lane: LANGUAGE & LLMs
vocab-legacy classification: Foundational
vocab-legacy classification code: f
vocab-legacy classification label: Foundational
vocab-kind: development
vocab-significance: foundational
vocab-activity: not_assessed
vocab-trajectory: not_assessed
vocab-status as of: 2026-08-04
vocab-status confidence: low
vocab-status rationale: Low-confidence editorial migration from the legacy category; unrepresented facets remain unassessed.
vocab-evidence assessment: assessment-node:gpt3:development
vocab-evidence assessment: assessment-node:gpt3:mapStatus
vocab-research tier: integrated
vocab-paper association: paper-link-gpt3>2005.14165
vocab-claim fingerprint: 69a0a5cf

Code generation (Codex→Copilot)
type: DefinedTerm
type: Entity
type: vocab-ResearchDevelopment
description: From autocomplete to agentic software engineering. The capability that let AI build AI tooling — and reshaped programming itself.
vocab-record type: atlasEntry
vocab-start year: 2021
vocab-end year: 2021
vocab-date label: 2021
vocab-chronology milestone: Codex 2021
vocab-chronology milestone: Copilot technical preview 2021
vocab-lane: LANGUAGE & LLMs
vocab-legacy classification: Hot frontier
vocab-legacy classification code: h
vocab-legacy classification label: Hot frontier
vocab-kind: development
vocab-significance: not_assessed
vocab-activity: high_activity
vocab-trajectory: not_assessed
vocab-status as of: 2026-08-04
vocab-status confidence: low
vocab-status rationale: Low-confidence editorial migration from the legacy category; unrepresented facets remain unassessed.
vocab-evidence assessment: assessment-node:codegen:development
vocab-evidence assessment: assessment-node:codegen:mapStatus
vocab-claim fingerprint: 730d10b4

Chain-of-thought prompting
type: DefinedTerm
type: Entity
type: vocab-ResearchDevelopment
description: 'Think step by step' unlocked latent multi-step reasoning. The prompt era's deepest finding — later trained-in via RL.
vocab-record type: atlasEntry
vocab-start year: 2022
vocab-end year: 2022
vocab-date label: 2022
vocab-lane: LANGUAGE & LLMs
vocab-legacy classification: Foundational
vocab-legacy classification code: f
vocab-legacy classification label: Foundational
vocab-kind: development
vocab-significance: foundational
vocab-activity: not_assessed
vocab-trajectory: not_assessed
vocab-status as of: 2026-08-04
vocab-status confidence: low
vocab-status rationale: Low-confidence editorial migration from the legacy category; unrepresented facets remain unassessed.
vocab-evidence assessment: assessment-node:cot:development
vocab-evidence assessment: assessment-node:cot:mapStatus
vocab-claim fingerprint: 762c9fb2

InstructGPT — RLHF assistants
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type: Entity
type: vocab-ResearchDevelopment
description: Supervised demonstrations, reward modeling and PPO turned pretrained LMs into preference-tuned assistants. This RLHF deployment recipe is distinct from the earlier supervised instruction-tuning lineage.
citation: Training language models to follow instructions with human feedback
vocab-record type: atlasEntry
vocab-start year: 2022
vocab-end year: 2022
vocab-date label: 2022
vocab-lane: LANGUAGE & LLMs
vocab-legacy classification: Foundational
vocab-legacy classification code: f
vocab-legacy classification label: Foundational
vocab-kind: development
vocab-significance: foundational
vocab-activity: not_assessed
vocab-trajectory: not_assessed
vocab-status as of: 2026-08-04
vocab-status confidence: low
vocab-status rationale: Low-confidence editorial migration from the legacy category; unrepresented facets remain unassessed.
vocab-evidence assessment: assessment-node:instruct:development
vocab-evidence assessment: assessment-node:instruct:mapStatus
vocab-research tier: integrated
vocab-tag: language
vocab-tag: alignment
vocab-research question: How should supervised instruction following and preference optimization be composed without reward-model overfitting?
vocab-paper association: paper-link-instruct>2203.02155
vocab-claim fingerprint: b09a89e3

ChatGPT moment
type: DefinedTerm
type: Entity
type: vocab-ResearchDevelopment
description: 100M users in two months. A research artifact became planetary infrastructure overnight — and reset funding, talent and politics for the whole field.
vocab-record type: atlasEntry
vocab-start year: 2022
vocab-end year: 2022
vocab-date label: 2022
vocab-lane: LANGUAGE & LLMs
vocab-legacy classification: Foundational
vocab-legacy classification code: f
vocab-legacy classification label: Foundational
vocab-kind: development
vocab-significance: foundational
vocab-activity: not_assessed
vocab-trajectory: not_assessed
vocab-status as of: 2026-08-04
vocab-status confidence: low
vocab-status rationale: Low-confidence editorial migration from the legacy category; unrepresented facets remain unassessed.
vocab-evidence assessment: assessment-node:chatgpt:development
vocab-evidence assessment: assessment-node:chatgpt:mapStatus
vocab-claim fingerprint: ff53a3e8

Standalone prompt-engineer fad
type: DefinedTerm
type: Entity
type: vocab-ResearchDevelopment
description: The short-lived job-title and incantation culture around prompt-only optimization faded. Prompt design itself remains active and was absorbed into broader context engineering, evaluation, retrieval, and product design.
vocab-record type: atlasEntry
vocab-start year: 2023
vocab-end year: 2023
vocab-date label: 2023
vocab-lane: LANGUAGE & LLMs
vocab-legacy classification: Ended / superseded (legacy)
vocab-legacy classification code: x
vocab-legacy classification label: Ended / superseded (legacy)
vocab-kind: development
vocab-significance: not_assessed
vocab-activity: not_assessed
vocab-trajectory: ambiguous_ended_or_superseded
vocab-status as of: 2026-08-04
vocab-status confidence: low
vocab-status rationale: Low-confidence editorial migration from the legacy category; unrepresented facets remain unassessed.
vocab-evidence assessment: assessment-node:promptengineering:development
vocab-evidence assessment: assessment-node:promptengineering:mapStatus
vocab-claim fingerprint: ac7396f5

Context engineering
type: DefinedTerm
type: Entity
type: vocab-ResearchDevelopment
description: Designing the full information environment around a model: instructions, retrieved evidence, tools, memory, and state. The operational successor to prompt-only optimization for production agents.
vocab-record type: atlasEntry
vocab-start year: 2025
vocab-end year: 2025
vocab-date label: 2025
vocab-lane: LANGUAGE & LLMs
vocab-legacy classification: Hot frontier
vocab-legacy classification code: h
vocab-legacy classification label: Hot frontier
vocab-kind: development
vocab-significance: not_assessed
vocab-activity: high_activity
vocab-trajectory: not_assessed
vocab-status as of: 2026-08-04
vocab-status confidence: low
vocab-status rationale: Low-confidence editorial migration from the legacy category; unrepresented facets remain unassessed.
vocab-evidence assessment: assessment-node:contexteng:development
vocab-evidence assessment: assessment-node:contexteng:mapStatus
vocab-claim fingerprint: 29eb2524

GPT-4-class multimodal LLMs
type: DefinedTerm
type: Entity
type: vocab-ResearchDevelopment
description: Bar exams passed, images understood. The capability jump that reset expectations, safety debates and national policy at once.
citation: GPT-4 Technical Report
vocab-record type: atlasEntry
vocab-start year: 2023
vocab-end year: 2023
vocab-date label: 2023
vocab-lane: LANGUAGE & LLMs
vocab-legacy classification: Foundational
vocab-legacy classification code: f
vocab-legacy classification label: Foundational
vocab-kind: development
vocab-significance: foundational
vocab-activity: not_assessed
vocab-trajectory: not_assessed
vocab-status as of: 2026-08-04
vocab-status confidence: low
vocab-status rationale: Low-confidence editorial migration from the legacy category; unrepresented facets remain unassessed.
vocab-evidence assessment: assessment-node:gpt4:development
vocab-evidence assessment: assessment-node:gpt4:mapStatus
vocab-research tier: integrated
vocab-paper association: paper-link-gpt4>2303.08774
vocab-claim fingerprint: 0902c533

Open-weight ecosystem
type: DefinedTerm
type: Entity
type: vocab-ResearchDevelopment
description: Llama leak → Llama 2/3 → Mistral, Qwen, DeepSeek. Weights in the wild: fine-tune culture, sovereignty politics, and a live frontier-gap debate.
vocab-record type: atlasEntry
vocab-start year: 2023
vocab-end year: 2023
vocab-date label: 2023
vocab-lane: LANGUAGE & LLMs
vocab-legacy classification: Hot frontier
vocab-legacy classification code: h
vocab-legacy classification label: Hot frontier
vocab-kind: development
vocab-significance: not_assessed
vocab-activity: high_activity
vocab-trajectory: not_assessed
vocab-status as of: 2026-08-04
vocab-status confidence: low
vocab-status rationale: Low-confidence editorial migration from the legacy category; unrepresented facets remain unassessed.
vocab-evidence assessment: assessment-node:openweights:development
vocab-evidence assessment: assessment-node:openweights:mapStatus
vocab-claim fingerprint: 0c1040f8

Retrieval-augmented generation
type: DefinedTerm
type: Entity
type: vocab-ResearchDevelopment
description: Bolt a search engine to the model. The hallucination patch that became commodity plumbing — now competing with million-token contexts.
vocab-record type: atlasEntry
vocab-start year: 2020
vocab-end year: 2020
vocab-date label: 2020
vocab-lane: LANGUAGE & LLMs
vocab-legacy classification: Active
vocab-legacy classification code: a
vocab-legacy classification label: Active
vocab-kind: development
vocab-significance: not_assessed
vocab-activity: active
vocab-trajectory: not_assessed
vocab-status as of: 2026-08-04
vocab-status confidence: low
vocab-status rationale: Low-confidence editorial migration from the legacy category; unrepresented facets remain unassessed.
vocab-evidence assessment: assessment-node:rag:development
vocab-evidence assessment: assessment-node:rag:mapStatus
vocab-claim fingerprint: abfb6340

Long context (100K→1M+)
type: DefinedTerm
type: Entity
type: vocab-ResearchDevelopment
description: RoPE scaling, efficient attention, context engineering. Whole books in the prompt — rivaling retrieval for many workloads.
vocab-record type: atlasEntry
vocab-start year: 2023
vocab-end year: 2024
vocab-date label: 2023-2024
vocab-chronology milestone: 100K-class contexts 2023
vocab-chronology milestone: 1M-class contexts 2024
vocab-lane: LANGUAGE & LLMs
vocab-legacy classification: Active
vocab-legacy classification code: a
vocab-legacy classification label: Active
vocab-kind: development
vocab-significance: not_assessed
vocab-activity: active
vocab-trajectory: not_assessed
vocab-status as of: 2026-08-04
vocab-status confidence: low
vocab-status rationale: Low-confidence editorial migration from the legacy category; unrepresented facets remain unassessed.
vocab-evidence assessment: assessment-node:longctx:development
vocab-evidence assessment: assessment-node:longctx:mapStatus
vocab-claim fingerprint: d039c326

Reasoning models (o1→o3, R1)
type: DefinedTerm
type: Entity
type: vocab-ResearchDevelopment
description: RL-trained deliberate thinking with visible chains of thought. Olympiad-level math and code jumps — the current capability frontier.
vocab-record type: atlasEntry
vocab-start year: 2024
vocab-end year: 2025
vocab-date label: 2024-2025
vocab-chronology milestone: o1 2024
vocab-chronology milestone: o3 and DeepSeek-R1 2025
vocab-lane: LANGUAGE & LLMs
vocab-legacy classification: Hot frontier
vocab-legacy classification code: h
vocab-legacy classification label: Hot frontier
vocab-kind: development
vocab-significance: not_assessed
vocab-activity: high_activity
vocab-trajectory: not_assessed
vocab-status as of: 2026-08-04
vocab-status confidence: low
vocab-status rationale: Low-confidence editorial migration from the legacy category; unrepresented facets remain unassessed.
vocab-evidence assessment: assessment-node:reasoning:development
vocab-evidence assessment: assessment-node:reasoning:mapStatus
vocab-claim fingerprint: e301e9ec

Diffusion language models
type: DefinedTerm
type: Entity
type: vocab-ResearchDevelopment
description: Mercury, Gemini Diffusion: parallel denoising instead of left-to-right generation. A speed-play challenger to autoregression — early days.
vocab-record type: atlasEntry
vocab-start year: 2025
vocab-end year: 2025
vocab-date label: 2025
vocab-lane: LANGUAGE & LLMs
vocab-legacy classification: Active
vocab-legacy classification code: a
vocab-legacy classification label: Active
vocab-kind: development
vocab-significance: not_assessed
vocab-activity: active
vocab-trajectory: not_assessed
vocab-status as of: 2026-08-04
vocab-status confidence: low
vocab-status rationale: Low-confidence editorial migration from the legacy category; unrepresented facets remain unassessed.
vocab-evidence assessment: assessment-node:diffusionllm:development
vocab-evidence assessment: assessment-node:diffusionllm:mapStatus
vocab-claim fingerprint: 4cbf46dc

Frontier assistants (GPT-5, Gemini 3, Claude)
type: DefinedTerm
type: Entity
type: vocab-ResearchDevelopment
description: Converged reasoning + multimodal + agents, competing on reliability, cost and depth-of-thought. The 2026 state of the art.
vocab-record type: atlasEntry
vocab-start year: 2025
vocab-end year: 2025
vocab-date label: 2025
vocab-lane: LANGUAGE & LLMs
vocab-legacy classification: Hot frontier
vocab-legacy classification code: h
vocab-legacy classification label: Hot frontier
vocab-kind: development
vocab-significance: not_assessed
vocab-activity: high_activity
vocab-trajectory: not_assessed
vocab-status as of: 2026-08-04
vocab-status confidence: low
vocab-status rationale: Low-confidence editorial migration from the legacy category; unrepresented facets remain unassessed.
vocab-evidence assessment: assessment-node:frontier26:development
vocab-evidence assessment: assessment-node:frontier26:mapStatus
vocab-claim fingerprint: 46cbb6c6

ELMo contextual embeddings
type: DefinedTerm
type: Entity
type: vocab-ResearchDevelopment
description: Deep bidirectional language models produced word representations that changed with context. ELMo made the transition from static embeddings to BERT-style contextual pretraining explicit.
citation: Deep Contextualized Word Representations
vocab-record type: atlasEntry
vocab-start year: 2018
vocab-end year: 2018
vocab-date label: 2018
vocab-lane: LANGUAGE & LLMs
vocab-legacy classification: Foundational
vocab-legacy classification code: f
vocab-legacy classification label: Foundational
vocab-kind: development
vocab-significance: foundational
vocab-activity: not_assessed
vocab-trajectory: not_assessed
vocab-status as of: 2026-08-04
vocab-status confidence: low
vocab-status rationale: Low-confidence editorial migration from the legacy category; unrepresented facets remain unassessed.
vocab-evidence assessment: assessment-node:elmo:development
vocab-evidence assessment: assessment-node:elmo:mapStatus
vocab-research tier: integrated
vocab-paper association: paper-link-elmo>1802.05365
vocab-claim fingerprint: ee466a36

Blocks-world vision
type: DefinedTerm
type: Entity
type: vocab-ResearchDevelopment
description: Roberts' edges and 3D from line drawings — computer vision's first thesis. Minsky assigned vision as a summer project in 1966; it took 50 years.
vocab-record type: atlasEntry
vocab-start year: 1963
vocab-end year: 1963
vocab-date label: 1963
vocab-lane: VISION & MULTIMODAL
vocab-legacy classification: Foundational
vocab-legacy classification code: f
vocab-legacy classification label: Foundational
vocab-kind: development
vocab-significance: foundational
vocab-activity: not_assessed
vocab-trajectory: not_assessed
vocab-status as of: 2026-08-04
vocab-status confidence: low
vocab-status rationale: Low-confidence editorial migration from the legacy category; unrepresented facets remain unassessed.
vocab-evidence assessment: assessment-node:roberts63:development
vocab-evidence assessment: assessment-node:roberts63:mapStatus
vocab-claim fingerprint: fbc645a3

Marr's computational vision
type: DefinedTerm
type: Entity
type: vocab-ResearchDevelopment
description: Levels of analysis, primal sketch → 2.5D → 3D. Shaped a generation of vision science; aged into the anti-example for end-to-end learning.
vocab-record type: atlasEntry
vocab-start year: 1979
vocab-end year: 1979
vocab-date label: 1979
vocab-lane: VISION & MULTIMODAL
vocab-legacy classification: Foundational
vocab-legacy classification code: f
vocab-legacy classification label: Foundational
vocab-kind: development
vocab-significance: foundational
vocab-activity: not_assessed
vocab-trajectory: not_assessed
vocab-status as of: 2026-08-04
vocab-status confidence: low
vocab-status rationale: Low-confidence editorial migration from the legacy category; unrepresented facets remain unassessed.
vocab-evidence assessment: assessment-node:marr:development
vocab-evidence assessment: assessment-node:marr:mapStatus
vocab-claim fingerprint: 2bb26734

Hand-crafted features (SIFT, HOG)
type: DefinedTerm
type: Entity
type: vocab-ResearchDevelopment
description: Engineered descriptors ruled recognition for a decade of careful pipelines — rendered obsolete in one conference cycle after AlexNet.
citation: Distinctive Image Features from Scale-Invariant Keypoints
vocab-record type: atlasEntry
vocab-start year: 1999
vocab-end year: 1999
vocab-date label: 1999
vocab-lane: VISION & MULTIMODAL
vocab-legacy classification: Ended / superseded (legacy)
vocab-legacy classification code: x
vocab-legacy classification label: Ended / superseded (legacy)
vocab-kind: development
vocab-significance: not_assessed
vocab-activity: not_assessed
vocab-trajectory: ambiguous_ended_or_superseded
vocab-status as of: 2026-08-04
vocab-status confidence: low
vocab-status rationale: Low-confidence editorial migration from the legacy category; unrepresented facets remain unassessed.
vocab-evidence assessment: assessment-node:sift:development
vocab-evidence assessment: assessment-node:sift:mapStatus
vocab-landmark work association: work-link-sift>lowe-sift-2004
vocab-claim fingerprint: 56ce6096

Viola–Jones face detection
type: DefinedTerm
type: Entity
type: vocab-ResearchDevelopment
description: Viola-Jones cascades enabled real-time face detection and were widely deployed in early cameras and vision products; later learned detectors largely displaced the original pipeline.
citation: Rapid Object Detection Using a Boosted Cascade of Simple Features
vocab-record type: atlasEntry
vocab-start year: 2001
vocab-end year: 2001
vocab-date label: 2001
vocab-lane: VISION & MULTIMODAL
vocab-legacy classification: Foundational
vocab-legacy classification code: f
vocab-legacy classification label: Foundational
vocab-kind: development
vocab-significance: foundational
vocab-activity: not_assessed
vocab-trajectory: not_assessed
vocab-status as of: 2026-08-04
vocab-status confidence: low
vocab-status rationale: Low-confidence editorial migration from the legacy category; unrepresented facets remain unassessed.
vocab-evidence assessment: assessment-node:facedetect:development
vocab-evidence assessment: assessment-node:facedetect:mapStatus
vocab-landmark work association: work-link-facedetect>viola-jones-cascade-2001
vocab-claim fingerprint: 466c46d5

ImageNet & benchmark culture
type: DefinedTerm
type: Entity
type: vocab-ResearchDevelopment
description: 14M crowd-labeled images and an annual contest. The dataset that made deep learning measurable — and made benchmarks the field's engine.
citation: ImageNet: A Large-Scale Hierarchical Image Database
vocab-record type: atlasEntry
vocab-start year: 2009
vocab-end year: 2009
vocab-date label: 2009
vocab-lane: VISION & MULTIMODAL
vocab-legacy classification: Foundational
vocab-legacy classification code: f
vocab-legacy classification label: Foundational
vocab-kind: development
vocab-significance: foundational
vocab-activity: not_assessed
vocab-trajectory: not_assessed
vocab-status as of: 2026-08-04
vocab-status confidence: low
vocab-status rationale: Low-confidence editorial migration from the legacy category; unrepresented facets remain unassessed.
vocab-evidence assessment: assessment-node:imagenet:development
vocab-evidence assessment: assessment-node:imagenet:mapStatus
vocab-landmark work association: work-link-imagenet>deng-imagenet-2009
vocab-claim fingerprint: 7d86ce2e

AlexNet — the big bang
type: DefinedTerm
type: Entity
type: vocab-ResearchDevelopment
description: GPU-trained CNN dropped ImageNet error from 26% to 16%. The result that flipped the entire field to deep learning within 18 months.
citation: Deep Learning
vocab-record type: atlasEntry
vocab-start year: 2012
vocab-end year: 2012
vocab-date label: 2012
vocab-lane: VISION & MULTIMODAL
vocab-legacy classification: Foundational
vocab-legacy classification code: f
vocab-legacy classification label: Foundational
vocab-kind: development
vocab-significance: foundational
vocab-activity: not_assessed
vocab-trajectory: not_assessed
vocab-status as of: 2026-08-04
vocab-status confidence: low
vocab-status rationale: Low-confidence editorial migration from the legacy category; unrepresented facets remain unassessed.
vocab-evidence assessment: assessment-node:alexnet:development
vocab-evidence assessment: assessment-node:alexnet:mapStatus
vocab-landmark work association: work-link-alexnet>goodfellow-bengio-courville-deep-learning-2016
vocab-claim fingerprint: 6eaa7dba

Detection & segmentation
type: DefinedTerm
type: Entity
type: vocab-ResearchDevelopment
description: R-CNN→Mask R-CNN→DETR: from labels to boxes to pixels. The perception stack under AVs, robots and medical imaging.
citation: Mask R-CNN
citation: End-to-End Object Detection with Transformers
vocab-record type: atlasEntry
vocab-start year: 2015
vocab-end year: 2015
vocab-date label: 2015
vocab-lane: VISION & MULTIMODAL
vocab-legacy classification: Foundational
vocab-legacy classification code: f
vocab-legacy classification label: Foundational
vocab-kind: development
vocab-significance: foundational
vocab-activity: not_assessed
vocab-trajectory: not_assessed
vocab-status as of: 2026-08-04
vocab-status confidence: low
vocab-status rationale: Low-confidence editorial migration from the legacy category; unrepresented facets remain unassessed.
vocab-evidence assessment: assessment-node:detection:development
vocab-evidence assessment: assessment-node:detection:mapStatus
vocab-research tier: integrated
vocab-tag: vision
vocab-tag: perception
vocab-research question: How should open-world detectors represent unknown objects and failures rather than forcing closed-set predictions?
vocab-paper association: paper-link-detection>1703.06870
vocab-paper association: paper-link-detection>2005.12872
vocab-claim fingerprint: 30245460

Face recognition surpasses humans
type: DefinedTerm
type: Entity
type: vocab-ResearchDevelopment
description: DeepFace/FaceNet crossed human accuracy — and dragged AI into surveillance politics, bias audits and bans. Capability and controversy, together.
citation: DeepFace: Closing the Gap to Human-Level Performance in Face Verification
vocab-record type: atlasEntry
vocab-start year: 2014
vocab-end year: 2014
vocab-date label: 2014
vocab-lane: VISION & MULTIMODAL
vocab-legacy classification: Foundational
vocab-legacy classification code: f
vocab-legacy classification label: Foundational
vocab-kind: development
vocab-significance: foundational
vocab-activity: not_assessed
vocab-trajectory: not_assessed
vocab-status as of: 2026-08-04
vocab-status confidence: low
vocab-status rationale: Low-confidence editorial migration from the legacy category; unrepresented facets remain unassessed.
vocab-evidence assessment: assessment-node:deepface:development
vocab-evidence assessment: assessment-node:deepface:mapStatus
vocab-research tier: integrated
vocab-paper association: paper-link-deepface>1404.3840
vocab-claim fingerprint: cbfb2c18

U-Net
type: DefinedTerm
type: Entity
type: vocab-ResearchDevelopment
description: An encoder–decoder with skip connections built for biomedical segmentation. Its multiscale denoising shape later became the workhorse backbone of diffusion models.
citation: U-Net: Convolutional Networks for Biomedical Image Segmentation
vocab-record type: atlasEntry
vocab-start year: 2015
vocab-end year: 2015
vocab-date label: 2015
vocab-lane: VISION & MULTIMODAL
vocab-legacy classification: Foundational
vocab-legacy classification code: f
vocab-legacy classification label: Foundational
vocab-kind: development
vocab-significance: foundational
vocab-activity: not_assessed
vocab-trajectory: not_assessed
vocab-status as of: 2026-08-04
vocab-status confidence: low
vocab-status rationale: Low-confidence editorial migration from the legacy category; unrepresented facets remain unassessed.
vocab-evidence assessment: assessment-node:unet:development
vocab-evidence assessment: assessment-node:unet:mapStatus
vocab-research tier: integrated
vocab-paper association: paper-link-unet>1505.04597
vocab-claim fingerprint: 91341b04

Vision Transformer
type: DefinedTerm
type: Entity
type: vocab-ResearchDevelopment
description: Treating images as patch tokens made pure transformers competitive for image recognition at scale and helped unify vision-language architectures; convolutional networks remain widely used.
citation: An Image is Worth 16x16 Words: Transformers for Image Recognition at Scale
vocab-record type: atlasEntry
vocab-start year: 2020
vocab-end year: 2020
vocab-date label: 2020
vocab-lane: VISION & MULTIMODAL
vocab-legacy classification: Foundational
vocab-legacy classification code: f
vocab-legacy classification label: Foundational
vocab-kind: development
vocab-significance: foundational
vocab-activity: not_assessed
vocab-trajectory: not_assessed
vocab-status as of: 2026-08-04
vocab-status confidence: low
vocab-status rationale: Low-confidence editorial migration from the legacy category; unrepresented facets remain unassessed.
vocab-evidence assessment: assessment-node:vit:development
vocab-evidence assessment: assessment-node:vit:mapStatus
vocab-research tier: integrated
vocab-paper association: paper-link-vit>2010.11929
vocab-claim fingerprint: 6ba42dc6

CLIP — language-supervised vision
type: DefinedTerm
type: Entity
type: vocab-ResearchDevelopment
description: 400M web image-text pairs; open-vocabulary recognition for free. The bridge into multimodal LLMs and the guidance system of image generation.
citation: Learning Transferable Visual Models From Natural Language Supervision
vocab-record type: atlasEntry
vocab-start year: 2021
vocab-end year: 2021
vocab-date label: 2021
vocab-lane: VISION & MULTIMODAL
vocab-legacy classification: Foundational
vocab-legacy classification code: f
vocab-legacy classification label: Foundational
vocab-kind: development
vocab-significance: foundational
vocab-activity: not_assessed
vocab-trajectory: not_assessed
vocab-status as of: 2026-08-04
vocab-status confidence: low
vocab-status rationale: Low-confidence editorial migration from the legacy category; unrepresented facets remain unassessed.
vocab-evidence assessment: assessment-node:clip:development
vocab-evidence assessment: assessment-node:clip:mapStatus
vocab-research tier: integrated
vocab-paper association: paper-link-clip>2103.00020
vocab-claim fingerprint: f8ae7be5

Promptable segmentation (SAM)
type: DefinedTerm
type: Entity
type: vocab-ResearchDevelopment
description: Segment anything, zero-shot, from a click or a phrase. Foundation-model economics arrive in core vision tooling.
vocab-record type: atlasEntry
vocab-start year: 2023
vocab-end year: 2023
vocab-date label: 2023
vocab-lane: VISION & MULTIMODAL
vocab-legacy classification: Active
vocab-legacy classification code: a
vocab-legacy classification label: Active
vocab-kind: development
vocab-significance: not_assessed
vocab-activity: active
vocab-trajectory: not_assessed
vocab-status as of: 2026-08-04
vocab-status confidence: low
vocab-status rationale: Low-confidence editorial migration from the legacy category; unrepresented facets remain unassessed.
vocab-evidence assessment: assessment-node:sam:development
vocab-evidence assessment: assessment-node:sam:mapStatus
vocab-claim fingerprint: 006286dd

Neural 3D (NeRF→Gaussian splatting)
type: DefinedTerm
type: Entity
type: vocab-ResearchDevelopment
description: Scenes as learned radiance fields; photoreal 3D from phone photos. Feeding robotics sims, film, and world models.
citation: NeRF: Representing Scenes as Neural Radiance Fields for View Synthesis
citation: 3D Gaussian Splatting for Real-Time Radiance Field Rendering
vocab-record type: atlasEntry
vocab-start year: 2020
vocab-end year: 2023
vocab-date label: 2020-2023
vocab-chronology milestone: NeRF 2020
vocab-chronology milestone: 3D Gaussian Splatting 2023
vocab-lane: VISION & MULTIMODAL
vocab-legacy classification: Active
vocab-legacy classification code: a
vocab-legacy classification label: Active
vocab-kind: development
vocab-significance: not_assessed
vocab-activity: active
vocab-trajectory: not_assessed
vocab-status as of: 2026-08-04
vocab-status confidence: low
vocab-status rationale: Low-confidence editorial migration from the legacy category; unrepresented facets remain unassessed.
vocab-evidence assessment: assessment-node:neural3d:development
vocab-evidence assessment: assessment-node:neural3d:mapStatus
vocab-research tier: integrated
vocab-tag: vision
vocab-tag: 3D
vocab-tag: graphics
vocab-research question: How can neural scene representations become editable, physically grounded and useful for embodied agents?
vocab-paper association: paper-link-neural3d>2003.08934
vocab-paper association: paper-link-neural3d>2308.04079
vocab-claim fingerprint: fdb0e2ce

JEPA world models (V-JEPA 2)
type: DefinedTerm
type: Entity
type: vocab-ResearchDevelopment
description: LeCun's anti-autoregressive program: predict in representation space, not pixels. Embodied common sense as the goal; the bet against LLM-only intelligence.
vocab-record type: atlasEntry
vocab-start year: 2024
vocab-end year: 2024
vocab-date label: 2024
vocab-lane: VISION & MULTIMODAL
vocab-legacy classification: Hot frontier
vocab-legacy classification code: h
vocab-legacy classification label: Hot frontier
vocab-kind: development
vocab-significance: not_assessed
vocab-activity: high_activity
vocab-trajectory: not_assessed
vocab-status as of: 2026-08-04
vocab-status confidence: low
vocab-status rationale: Low-confidence editorial migration from the legacy category; unrepresented facets remain unassessed.
vocab-evidence assessment: assessment-node:vjepa:development
vocab-evidence assessment: assessment-node:vjepa:mapStatus
vocab-claim fingerprint: 2398bcd6

Native multimodal models
type: DefinedTerm
type: Entity
type: vocab-ResearchDevelopment
description: GPT-4V→Gemini: see, hear, speak in one model. Vision stopped being a separate field and became an input mode.
vocab-record type: atlasEntry
vocab-start year: 2023
vocab-end year: 2023
vocab-date label: 2023
vocab-lane: VISION & MULTIMODAL
vocab-legacy classification: Foundational
vocab-legacy classification code: f
vocab-legacy classification label: Foundational
vocab-kind: development
vocab-significance: foundational
vocab-activity: not_assessed
vocab-trajectory: not_assessed
vocab-status as of: 2026-08-04
vocab-status confidence: low
vocab-status rationale: Low-confidence editorial migration from the legacy category; unrepresented facets remain unassessed.
vocab-evidence assessment: assessment-node:multimodal:development
vocab-evidence assessment: assessment-node:multimodal:mapStatus
vocab-claim fingerprint: 960ef812

Variational autoencoders
type: DefinedTerm
type: Entity
type: vocab-ResearchDevelopment
description: Probabilistic latent spaces you can sample. Generative deep learning's respectable start — and diffusion's mathematical grandparent.
citation: Auto-Encoding Variational Bayes
vocab-record type: atlasEntry
vocab-start year: 2013
vocab-end year: 2013
vocab-date label: 2013
vocab-lane: GENERATIVE MEDIA
vocab-legacy classification: Foundational
vocab-legacy classification code: f
vocab-legacy classification label: Foundational
vocab-kind: development
vocab-significance: foundational
vocab-activity: not_assessed
vocab-trajectory: not_assessed
vocab-status as of: 2026-08-04
vocab-status confidence: low
vocab-status rationale: Low-confidence editorial migration from the legacy category; unrepresented facets remain unassessed.
vocab-evidence assessment: assessment-node:vae:development
vocab-evidence assessment: assessment-node:vae:mapStatus
vocab-research tier: integrated
vocab-paper association: paper-link-vae>1312.6114
vocab-claim fingerprint: dd703cac

GANs
type: DefinedTerm
type: Entity
type: vocab-ResearchDevelopment
description: Forger vs detective training. Ruled generation 2014–20 (StyleGAN faces, deepfakes) — dethroned by diffusion; lingers in fast-sampling and super-res niches.
citation: Generative Adversarial Nets
vocab-record type: atlasEntry
vocab-start year: 2014
vocab-end year: 2014
vocab-date label: 2014
vocab-lane: GENERATIVE MEDIA
vocab-legacy classification: Dormant
vocab-legacy classification code: d
vocab-legacy classification label: Dormant
vocab-kind: development
vocab-significance: not_assessed
vocab-activity: dormant
vocab-trajectory: not_assessed
vocab-status as of: 2026-08-04
vocab-status confidence: low
vocab-status rationale: Low-confidence editorial migration from the legacy category; unrepresented facets remain unassessed.
vocab-evidence assessment: assessment-node:gan:development
vocab-evidence assessment: assessment-node:gan:mapStatus
vocab-research tier: integrated
vocab-paper association: paper-link-gan>1406.2661
vocab-claim fingerprint: 43858988

Normalizing flows
type: DefinedTerm
type: Entity
type: vocab-ResearchDevelopment
description: Invertible networks provide exact likelihoods and efficient sampling. Diffusion dominates general image generation, but flows remain active in density estimation, simulation-based inference, and scientific applications.
citation: The frontier of simulation-based inference
vocab-record type: atlasEntry
vocab-start year: 2015
vocab-end year: 2015
vocab-date label: 2015
vocab-lane: GENERATIVE MEDIA
vocab-legacy classification: Active
vocab-legacy classification code: a
vocab-legacy classification label: Active
vocab-kind: development
vocab-significance: not_assessed
vocab-activity: active
vocab-trajectory: not_assessed
vocab-status as of: 2026-08-04
vocab-status confidence: low
vocab-status rationale: Low-confidence editorial migration from the legacy category; unrepresented facets remain unassessed.
vocab-evidence assessment: assessment-node:flows:development
vocab-evidence assessment: assessment-node:flows:mapStatus
vocab-research tier: integrated
vocab-tag: probability
vocab-tag: generative models
vocab-tag: science
vocab-research question: How can invertible models scale while retaining tractable density estimation and useful inductive bias?
vocab-paper association: paper-link-flows>1911.01429
vocab-claim fingerprint: bdb8a908

DeepDream & style transfer
type: DefinedTerm
type: Entity
type: vocab-ResearchDevelopment
description: Gram-matrix artistry and dog-faced clouds — the first viral neural art. Charming, superseded by text-to-image control.
vocab-record type: atlasEntry
vocab-start year: 2015
vocab-end year: 2015
vocab-date label: 2015
vocab-lane: GENERATIVE MEDIA
vocab-legacy classification: Ended / superseded (legacy)
vocab-legacy classification code: x
vocab-legacy classification label: Ended / superseded (legacy)
vocab-kind: development
vocab-significance: not_assessed
vocab-activity: not_assessed
vocab-trajectory: ambiguous_ended_or_superseded
vocab-status as of: 2026-08-04
vocab-status confidence: low
vocab-status rationale: Low-confidence editorial migration from the legacy category; unrepresented facets remain unassessed.
vocab-evidence assessment: assessment-node:neuralstyle:development
vocab-evidence assessment: assessment-node:neuralstyle:mapStatus
vocab-claim fingerprint: aed158ba

WaveNet & neural audio
type: DefinedTerm
type: Entity
type: vocab-ResearchDevelopment
description: Autoregressive raw-waveform modeling set a new quality bar for text-to-speech and influenced neural audio research; many current speech and music systems use different codec, diffusion or transformer architectures.
vocab-record type: atlasEntry
vocab-start year: 2016
vocab-end year: 2016
vocab-date label: 2016
vocab-lane: GENERATIVE MEDIA
vocab-legacy classification: Foundational
vocab-legacy classification code: f
vocab-legacy classification label: Foundational
vocab-kind: development
vocab-significance: foundational
vocab-activity: not_assessed
vocab-trajectory: not_assessed
vocab-status as of: 2026-08-04
vocab-status confidence: low
vocab-status rationale: Low-confidence editorial migration from the legacy category; unrepresented facets remain unassessed.
vocab-evidence assessment: assessment-node:wavenet:development
vocab-evidence assessment: assessment-node:wavenet:mapStatus
vocab-claim fingerprint: 00a12248

Diffusion models
type: DefinedTerm
type: Entity
type: vocab-ResearchDevelopment
description: Denoise noise into data, step by step. Stable training beat GAN fragility — the generative workhorse across image, audio, video, molecules.
citation: Denoising Diffusion Implicit Models
citation: Score-Based Generative Modeling through Stochastic Differential Equations
citation: Denoising Diffusion Probabilistic Models
vocab-record type: atlasEntry
vocab-start year: 2020
vocab-end year: 2020
vocab-date label: 2020
vocab-lane: GENERATIVE MEDIA
vocab-legacy classification: Foundational
vocab-legacy classification code: f
vocab-legacy classification label: Foundational
vocab-kind: development
vocab-significance: foundational
vocab-activity: not_assessed
vocab-trajectory: not_assessed
vocab-status as of: 2026-08-04
vocab-status confidence: low
vocab-status rationale: Low-confidence editorial migration from the legacy category; unrepresented facets remain unassessed.
vocab-evidence assessment: assessment-node:diffusion:development
vocab-evidence assessment: assessment-node:diffusion:mapStatus
vocab-research tier: integrated
vocab-tag: generative models
vocab-tag: theory
vocab-research question: Which continuous-time formulations best trade training stability, controllability and sampling cost?
vocab-paper association: paper-link-diffusion>2010.02502
vocab-paper association: paper-link-diffusion>2011.13456
vocab-paper association: paper-link-diffusion>2006.11239
vocab-claim fingerprint: e93984bd

Text-to-image (latent + guided diffusion)
type: DefinedTerm
type: Entity
type: vocab-ResearchDevelopment
description: Latent diffusion made high-resolution synthesis economical; classifier-free guidance made text control practical. DALL·E 2 and Stable Diffusion brought language-steered imagery to everyone — and opened a copyright battlefield.
citation: High-Resolution Image Synthesis with Latent Diffusion Models
citation: Classifier-Free Diffusion Guidance
vocab-record type: atlasEntry
vocab-start year: 2022
vocab-end year: 2022
vocab-date label: 2022
vocab-lane: GENERATIVE MEDIA
vocab-legacy classification: Foundational
vocab-legacy classification code: f
vocab-legacy classification label: Foundational
vocab-kind: development
vocab-significance: foundational
vocab-activity: not_assessed
vocab-trajectory: not_assessed
vocab-status as of: 2026-08-04
vocab-status confidence: low
vocab-status rationale: Low-confidence editorial migration from the legacy category; unrepresented facets remain unassessed.
vocab-evidence assessment: assessment-node:txt2img:development
vocab-evidence assessment: assessment-node:txt2img:mapStatus
vocab-research tier: integrated
vocab-tag: generative models
vocab-tag: multimodal
vocab-research question: How can controllability, provenance and creator rights improve without concentrating access to generation tools?
vocab-paper association: paper-link-txt2img>2112.10752
vocab-paper association: paper-link-txt2img>2207.12598
vocab-claim fingerprint: b472a77d

Diffusion Transformers (DiT)
type: DefinedTerm
type: Entity
type: vocab-ResearchDevelopment
description: Transformer backbones gave diffusion models a scalable architecture used across image and increasingly video and audio generation; other backbones remain active.
vocab-record type: atlasEntry
vocab-start year: 2023
vocab-end year: 2023
vocab-date label: 2023
vocab-lane: GENERATIVE MEDIA
vocab-legacy classification: Foundational
vocab-legacy classification code: f
vocab-legacy classification label: Foundational
vocab-kind: development
vocab-significance: foundational
vocab-activity: not_assessed
vocab-trajectory: not_assessed
vocab-status as of: 2026-08-04
vocab-status confidence: low
vocab-status rationale: Low-confidence editorial migration from the legacy category; unrepresented facets remain unassessed.
vocab-evidence assessment: assessment-node:dit:development
vocab-evidence assessment: assessment-node:dit:mapStatus
vocab-claim fingerprint: 3f098be1

Music & voice generation
type: DefinedTerm
type: Entity
type: vocab-ResearchDevelopment
description: Suno, ElevenLabs, voice cloning at consumer scale. Creative industries' negotiation with AI, conducted in real time.
vocab-record type: atlasEntry
vocab-start year: 2023
vocab-end year: 2023
vocab-date label: 2023
vocab-lane: GENERATIVE MEDIA
vocab-legacy classification: Active
vocab-legacy classification code: a
vocab-legacy classification label: Active
vocab-kind: development
vocab-significance: not_assessed
vocab-activity: active
vocab-trajectory: not_assessed
vocab-status as of: 2026-08-04
vocab-status confidence: low
vocab-status rationale: Low-confidence editorial migration from the legacy category; unrepresented facets remain unassessed.
vocab-evidence assessment: assessment-node:musicgen:development
vocab-evidence assessment: assessment-node:musicgen:mapStatus
vocab-claim fingerprint: 3c3d3e0a

Video generation (Sora→Veo 3)
type: DefinedTerm
type: Entity
type: vocab-ResearchDevelopment
description: Minutes of coherent video with sound. The live question: are these world simulators in disguise, or very good pixel dreamers?
vocab-record type: atlasEntry
vocab-start year: 2024
vocab-end year: 2025
vocab-date label: 2024-2025
vocab-lane: GENERATIVE MEDIA
vocab-legacy classification: Hot frontier
vocab-legacy classification code: h
vocab-legacy classification label: Hot frontier
vocab-kind: development
vocab-significance: not_assessed
vocab-activity: high_activity
vocab-trajectory: not_assessed
vocab-status as of: 2026-08-04
vocab-status confidence: low
vocab-status rationale: Low-confidence editorial migration from the legacy category; unrepresented facets remain unassessed.
vocab-evidence assessment: assessment-node:video:development
vocab-evidence assessment: assessment-node:video:mapStatus
vocab-claim fingerprint: bbff1f95

Interactive world models (Genie 3)
type: DefinedTerm
type: Entity
type: vocab-ResearchDevelopment
description: Playable, promptable generated worlds. Games and training grounds for agents — a possible road to spatial intelligence (World Labs' Marble, too).
vocab-record type: atlasEntry
vocab-start year: 2024
vocab-end year: 2024
vocab-date label: 2024
vocab-lane: GENERATIVE MEDIA
vocab-legacy classification: Hot frontier
vocab-legacy classification code: h
vocab-legacy classification label: Hot frontier
vocab-kind: development
vocab-significance: not_assessed
vocab-activity: high_activity
vocab-trajectory: not_assessed
vocab-status as of: 2026-08-04
vocab-status confidence: low
vocab-status rationale: Low-confidence editorial migration from the legacy category; unrepresented facets remain unassessed.
vocab-evidence assessment: assessment-node:genie:development
vocab-evidence assessment: assessment-node:genie:mapStatus
vocab-claim fingerprint: 711cd671

Robots trained in dreamed worlds
type: DefinedTerm
type: Entity
type: vocab-OpenResearchDirection
description: Research direction: test whether policies trained predominantly in learned generative worlds can outperform matched classical-simulation baselines across multiple physical settings and embodiments. Learned-world-to-real policy loops already exist; robust general transfer remains unresolved.
citation: Robot Learning from a Physical World Model
citation: Efficient Sim-to-Real Transfer of World-Action Models from Synthetic Priors
vocab-record type: atlasEntry
vocab-start year: 2026
vocab-end year: 2026
vocab-date label: 2026
vocab-lane: GENERATIVE MEDIA
vocab-legacy classification: Open direction
vocab-legacy classification code: g
vocab-legacy classification label: Open direction
vocab-kind: open_direction
vocab-significance: not_assessed
vocab-activity: not_assessed
vocab-trajectory: not_assessed
vocab-status as of: 2026-08-04
vocab-status confidence: low
vocab-status rationale: Low-confidence editorial migration from the legacy category; unrepresented facets remain unassessed.
vocab-evidence assessment: assessment-node:gap dreamtrain:development
vocab-evidence assessment: assessment-node:gap dreamtrain:mapStatus
vocab-research question: Can policies learned mainly inside learned generative world models transfer reliably to multiple physical settings and embodiments, and outperform classical simulation under the same real-world data and compute budget?
vocab-paper association: paper-link-gap dreamtrain>2511.07416
vocab-paper association: paper-link-gap dreamtrain>2606.31101
vocab-claim fingerprint: 987d90ec
vocab-direction claim state: editorial_hypothesis
vocab-direction as of: 2026-08-04
vocab-direction confidence: medium
vocab-closure criteria: Pre-register at least three tasks, two physical settings, and two embodiments; hold real-world interaction budgets equal; compare learned-world, classical simulator, mixed, imitation-only, and direct-real-training baselines; report intervention and failure rates; and reproduce the result at an independent site.
vocab-partial result: PhysWorld reconstructs task-specific physical worlds from generated videos and trains residual policies that transfer to real manipulation; 2026 world-action-model work transfers synthetic priors to a Franka arm without real demonstrations on four tasks. DayDreamer, Cosmos Policy, DreamGen, and Gen2Act establish adjacent learned-world or generative-policy loops. These are important counterexamples to the old claim that the loop does not exist, but they do not yet establish robust multi-setting, multi-embodiment superiority over strong classical simulation.
vocab-starter project: Individual: In LIBERO or RoboCasa, train a policy from a learned video/world model and a classical physics simulator using identical synthetic trajectories, then evaluate both on the same held-out visual and dynamics shifts.
vocab-starter project: Small lab: Use one physical arm for three manipulation tasks and two scene shifts; cap real interactions and compare learned-world, domain-randomized simulator, mixed, and imitation baselines with blinded success scoring.
vocab-starter project: Well-funded lab: Run a preregistered multi-embodiment, multi-site transfer study with equal real-data budgets, safety cages, independent replication, and a full accounting of generation, reconstruction, simulation, and policy-training compute.
vocab-counterexample: PhysWorld reports an average 82 percent success versus a 67 percent zero-shot baseline across its open-world manipulation evaluation, using generated task video and physical reconstruction; scope and simulator fidelity remain limiting factors.
vocab-counterexample: Efficient Sim-to-Real Transfer of World-Action Models from Synthetic Priors reports about 800 synthetic demonstrations per task and 35 percent average Franka success over four tasks with no real demonstrations, but does not prove that the world-action model is necessary or better than a matched classical simulator.
vocab-counterexample: DayDreamer learns online on physical robots, and Cosmos Policy performs strongly on standard manipulation suites, but neither is a clean demonstration of multi-embodiment policies trained mainly in dreamed worlds.
vocab-crowdedness: High for robot world models and generative policies; medium for controlled learned-world versus classical-simulator comparisons across physical settings.
vocab-tractability: Medium in simulation, medium-low for one physical arm, and low for independent multi-embodiment closure.

Statistical inference (Fisher; Bayes)
type: DefinedTerm
type: Entity
type: vocab-ResearchDevelopment
description: Maximum likelihood, hypothesis testing, the Bayes–Laplace tradition. The bedrock mathematics machine learning repeatedly rediscovers.
citation: An Essay Towards Solving a Problem in the Doctrine of Chances
citation: Statistical Methods for Research Workers
vocab-record type: atlasEntry
vocab-start year: 1925
vocab-end year: 1925
vocab-date label: 1925
vocab-lane: PROBABILISTIC & STATISTICAL ML
vocab-legacy classification: Foundational
vocab-legacy classification code: f
vocab-legacy classification label: Foundational
vocab-kind: development
vocab-significance: foundational
vocab-activity: not_assessed
vocab-trajectory: not_assessed
vocab-status as of: 2026-08-04
vocab-status confidence: low
vocab-status rationale: Low-confidence editorial migration from the legacy category; unrepresented facets remain unassessed.
vocab-evidence assessment: assessment-node:stats25:development
vocab-evidence assessment: assessment-node:stats25:mapStatus
vocab-landmark work association: work-link-stats25>bayes-essay-1763
vocab-landmark work association: work-link-stats25>fisher-statistical-methods-1925
vocab-claim fingerprint: 8d26299d

Kalman filter
type: DefinedTerm
type: Entity
type: vocab-ResearchDevelopment
description: Kalman filtering formalized optimal linear-Gaussian state estimation and became widely used in navigation, tracking and control, often alongside particle filters, factor graphs and learned estimators.
citation: A New Approach to Linear Filtering and Prediction Problems
vocab-record type: atlasEntry
vocab-start year: 1960
vocab-end year: 1960
vocab-date label: 1960
vocab-lane: PROBABILISTIC & STATISTICAL ML
vocab-legacy classification: Foundational
vocab-legacy classification code: f
vocab-legacy classification label: Foundational
vocab-kind: development
vocab-significance: foundational
vocab-activity: not_assessed
vocab-trajectory: not_assessed
vocab-status as of: 2026-08-04
vocab-status confidence: low
vocab-status rationale: Low-confidence editorial migration from the legacy category; unrepresented facets remain unassessed.
vocab-evidence assessment: assessment-node:kalman:development
vocab-evidence assessment: assessment-node:kalman:mapStatus
vocab-landmark work association: work-link-kalman>kalman-filter-1960
vocab-claim fingerprint: 6a8e5b20

Statistical pattern recognition
type: DefinedTerm
type: Entity
type: vocab-ResearchDevelopment
description: Duda & Hart: classification as statistics. Machine learning before the name existed.
citation: Pattern Recognition and Machine Learning
citation: The Elements of Statistical Learning, Second Edition
vocab-record type: atlasEntry
vocab-start year: 1973
vocab-end year: 1973
vocab-date label: 1973
vocab-lane: PROBABILISTIC & STATISTICAL ML
vocab-legacy classification: Foundational
vocab-legacy classification code: f
vocab-legacy classification label: Foundational
vocab-kind: development
vocab-significance: foundational
vocab-activity: not_assessed
vocab-trajectory: not_assessed
vocab-status as of: 2026-08-04
vocab-status confidence: low
vocab-status rationale: Low-confidence editorial migration from the legacy category; unrepresented facets remain unassessed.
vocab-evidence assessment: assessment-node:patternrec:development
vocab-evidence assessment: assessment-node:patternrec:mapStatus
vocab-landmark work association: work-link-patternrec>bishop-prml-2006
vocab-landmark work association: work-link-patternrec>hastie-tibshirani-friedman-esl-2009
vocab-claim fingerprint: 067b2fcf

EM algorithm
type: DefinedTerm
type: Entity
type: vocab-ResearchDevelopment
description: Fit models with hidden variables by alternating expectation and maximization. The engine under HMMs, mixtures and topic models.
citation: Maximum Likelihood from Incomplete Data via the EM Algorithm
vocab-record type: atlasEntry
vocab-start year: 1977
vocab-end year: 1977
vocab-date label: 1977
vocab-lane: PROBABILISTIC & STATISTICAL ML
vocab-legacy classification: Foundational
vocab-legacy classification code: f
vocab-legacy classification label: Foundational
vocab-kind: development
vocab-significance: foundational
vocab-activity: not_assessed
vocab-trajectory: not_assessed
vocab-status as of: 2026-08-04
vocab-status confidence: low
vocab-status rationale: Low-confidence editorial migration from the legacy category; unrepresented facets remain unassessed.
vocab-evidence assessment: assessment-node:em:development
vocab-evidence assessment: assessment-node:em:mapStatus
vocab-landmark work association: work-link-em>dempster-laird-rubin-em-1977
vocab-claim fingerprint: aa5e7a0f

PAC learning & COLT
type: DefinedTerm
type: Entity
type: vocab-ResearchDevelopment
description: Valiant: what is learnable, from how many examples? Learning theory born — rigor that both guided and lagged practice.
citation: A Theory of the Learnable
vocab-record type: atlasEntry
vocab-start year: 1984
vocab-end year: 1984
vocab-date label: 1984
vocab-lane: PROBABILISTIC & STATISTICAL ML
vocab-legacy classification: Foundational
vocab-legacy classification code: f
vocab-legacy classification label: Foundational
vocab-kind: development
vocab-significance: foundational
vocab-activity: not_assessed
vocab-trajectory: not_assessed
vocab-status as of: 2026-08-04
vocab-status confidence: low
vocab-status rationale: Low-confidence editorial migration from the legacy category; unrepresented facets remain unassessed.
vocab-evidence assessment: assessment-node:pac:development
vocab-evidence assessment: assessment-node:pac:mapStatus
vocab-landmark work association: work-link-pac>valiant-learnable-1984
vocab-claim fingerprint: ebcf3ed6

Decision trees (ID3/CART)
type: DefinedTerm
type: Entity
type: vocab-ResearchDevelopment
description: Interpretable recursive splits. Still royalty on tabular data through their ensemble descendants.
vocab-record type: atlasEntry
vocab-start year: 1986
vocab-end year: 1986
vocab-date label: 1986
vocab-lane: PROBABILISTIC & STATISTICAL ML
vocab-legacy classification: Foundational
vocab-legacy classification code: f
vocab-legacy classification label: Foundational
vocab-kind: development
vocab-significance: foundational
vocab-activity: not_assessed
vocab-trajectory: not_assessed
vocab-status as of: 2026-08-04
vocab-status confidence: low
vocab-status rationale: Low-confidence editorial migration from the legacy category; unrepresented facets remain unassessed.
vocab-evidence assessment: assessment-node:dtrees:development
vocab-evidence assessment: assessment-node:dtrees:mapStatus
vocab-claim fingerprint: 245ca5a7

Bayesian networks (Pearl)
type: DefinedTerm
type: Entity
type: vocab-ResearchDevelopment
description: Modular probabilistic reasoning; rescued uncertainty from logic's grip, won Pearl a Turing Award, and seeded the causal turn.
citation: Probabilistic Reasoning in Intelligent Systems
vocab-record type: atlasEntry
vocab-start year: 1988
vocab-end year: 1988
vocab-date label: 1988
vocab-lane: PROBABILISTIC & STATISTICAL ML
vocab-legacy classification: Foundational
vocab-legacy classification code: f
vocab-legacy classification label: Foundational
vocab-kind: development
vocab-significance: foundational
vocab-activity: not_assessed
vocab-trajectory: not_assessed
vocab-status as of: 2026-08-04
vocab-status confidence: low
vocab-status rationale: Low-confidence editorial migration from the legacy category; unrepresented facets remain unassessed.
vocab-evidence assessment: assessment-node:bayesnets:development
vocab-evidence assessment: assessment-node:bayesnets:mapStatus
vocab-landmark work association: work-link-bayesnets>pearl-probabilistic-reasoning-1988
vocab-claim fingerprint: 49be6715

MCMC & variational inference
type: DefinedTerm
type: Entity
type: vocab-ResearchDevelopment
description: Sample or bound intractable posteriors. The machinery under Bayesian ML — and, via the ELBO, under VAEs and diffusion.
citation: Equation of State Calculations by Fast Computing Machines
vocab-record type: atlasEntry
vocab-start year: 1990
vocab-end year: 1990
vocab-date label: 1990
vocab-lane: PROBABILISTIC & STATISTICAL ML
vocab-legacy classification: Foundational
vocab-legacy classification code: f
vocab-legacy classification label: Foundational
vocab-kind: development
vocab-significance: foundational
vocab-activity: not_assessed
vocab-trajectory: not_assessed
vocab-status as of: 2026-08-04
vocab-status confidence: low
vocab-status rationale: Low-confidence editorial migration from the legacy category; unrepresented facets remain unassessed.
vocab-evidence assessment: assessment-node:mcmc:development
vocab-evidence assessment: assessment-node:mcmc:mapStatus
vocab-landmark work association: work-link-mcmc>metropolis-equation-state-1953
vocab-claim fingerprint: 3595b8f9

SVMs & kernel methods
type: DefinedTerm
type: Entity
type: vocab-ResearchDevelopment
description: Max-margin plus the kernel trick: ML's monarch 1995–2010, with actual theory. Dethroned by deep nets; retired to small-data niches.
citation: Support-Vector Networks
vocab-record type: atlasEntry
vocab-start year: 1995
vocab-end year: 1995
vocab-date label: 1995
vocab-lane: PROBABILISTIC & STATISTICAL ML
vocab-legacy classification: Dormant
vocab-legacy classification code: d
vocab-legacy classification label: Dormant
vocab-kind: development
vocab-significance: not_assessed
vocab-activity: dormant
vocab-trajectory: not_assessed
vocab-status as of: 2026-08-04
vocab-status confidence: low
vocab-status rationale: Low-confidence editorial migration from the legacy category; unrepresented facets remain unassessed.
vocab-evidence assessment: assessment-node:svm:development
vocab-evidence assessment: assessment-node:svm:mapStatus
vocab-landmark work association: work-link-svm>cortes-vapnik-svm-1995
vocab-claim fingerprint: c0f7fb19

Gaussian processes
type: DefinedTerm
type: Entity
type: vocab-ResearchDevelopment
description: Priors over functions with honest uncertainty. Elegant, O(n³)-cursed — survives inside Bayesian optimization.
citation: Gaussian Processes for Machine Learning
vocab-record type: atlasEntry
vocab-start year: 1996
vocab-end year: 1996
vocab-date label: 1996
vocab-lane: PROBABILISTIC & STATISTICAL ML
vocab-legacy classification: Dormant
vocab-legacy classification code: d
vocab-legacy classification label: Dormant
vocab-kind: development
vocab-significance: not_assessed
vocab-activity: dormant
vocab-trajectory: not_assessed
vocab-status as of: 2026-08-04
vocab-status confidence: low
vocab-status rationale: Low-confidence editorial migration from the legacy category; unrepresented facets remain unassessed.
vocab-evidence assessment: assessment-node:gp:development
vocab-evidence assessment: assessment-node:gp:mapStatus
vocab-landmark work association: work-link-gp>rasmussen-williams-gpml-2006
vocab-claim fingerprint: 09e243da

Boosting & random forests
type: DefinedTerm
type: Entity
type: vocab-ResearchDevelopment
description: Committees of weak learners (AdaBoost→XGBoost). Thirty years on, still the champion of messy tabular business data.
citation: A Decision-Theoretic Generalization of On-Line Learning and an Application to Boosting
citation: Random Forests
vocab-record type: atlasEntry
vocab-start year: 1996
vocab-end year: 1996
vocab-date label: 1996
vocab-lane: PROBABILISTIC & STATISTICAL ML
vocab-legacy classification: Active
vocab-legacy classification code: a
vocab-legacy classification label: Active
vocab-kind: development
vocab-significance: not_assessed
vocab-activity: active
vocab-trajectory: not_assessed
vocab-status as of: 2026-08-04
vocab-status confidence: low
vocab-status rationale: Low-confidence editorial migration from the legacy category; unrepresented facets remain unassessed.
vocab-evidence assessment: assessment-node:adaboost:development
vocab-evidence assessment: assessment-node:adaboost:mapStatus
vocab-landmark work association: work-link-adaboost>freund-schapire-adaboost-1997
vocab-landmark work association: work-link-adaboost>breiman-random-forests-2001
vocab-claim fingerprint: 69c87645

Structured prediction (CRFs)
type: DefinedTerm
type: Entity
type: vocab-ResearchDevelopment
description: Conditional random fields were central to structured prediction in 2000s NLP and vision. Neural models displaced them from the frontier, but CRFs remain useful where structured labels and explicit dependencies matter.
vocab-record type: atlasEntry
vocab-start year: 2001
vocab-end year: 2001
vocab-date label: 2001
vocab-lane: PROBABILISTIC & STATISTICAL ML
vocab-legacy classification: Dormant
vocab-legacy classification code: d
vocab-legacy classification label: Dormant
vocab-kind: development
vocab-significance: not_assessed
vocab-activity: dormant
vocab-trajectory: not_assessed
vocab-status as of: 2026-08-04
vocab-status confidence: low
vocab-status rationale: Low-confidence editorial migration from the legacy category; unrepresented facets remain unassessed.
vocab-evidence assessment: assessment-node:graphicalmodels:development
vocab-evidence assessment: assessment-node:graphicalmodels:mapStatus
vocab-claim fingerprint: d2887b51

Topic models (LDA)
type: DefinedTerm
type: Entity
type: vocab-ResearchDevelopment
description: Latent Dirichlet allocation modeled corpora as mixtures of themes. Embeddings and LLMs displaced it from the frontier, while interpretable corpus exploration and digital-humanities uses persist.
citation: Latent Dirichlet Allocation
vocab-record type: atlasEntry
vocab-start year: 2003
vocab-end year: 2003
vocab-date label: 2003
vocab-lane: PROBABILISTIC & STATISTICAL ML
vocab-legacy classification: Dormant
vocab-legacy classification code: d
vocab-legacy classification label: Dormant
vocab-kind: development
vocab-significance: not_assessed
vocab-activity: dormant
vocab-trajectory: not_assessed
vocab-status as of: 2026-08-04
vocab-status confidence: low
vocab-status rationale: Low-confidence editorial migration from the legacy category; unrepresented facets remain unassessed.
vocab-evidence assessment: assessment-node:topicmodels:development
vocab-evidence assessment: assessment-node:topicmodels:mapStatus
vocab-landmark work association: work-link-topicmodels>blei-ng-jordan-lda-2003
vocab-claim fingerprint: 04c43856

Recommender systems
type: DefinedTerm
type: Entity
type: vocab-ResearchDevelopment
description: Netflix Prize matrix factorization → trillion-parameter ad models. The profitable dark matter of ML — huge, deployed, rarely glamorous.
vocab-record type: atlasEntry
vocab-start year: 2007
vocab-end year: 2007
vocab-date label: 2007
vocab-lane: PROBABILISTIC & STATISTICAL ML
vocab-legacy classification: Active
vocab-legacy classification code: a
vocab-legacy classification label: Active
vocab-kind: development
vocab-significance: not_assessed
vocab-activity: active
vocab-trajectory: not_assessed
vocab-status as of: 2026-08-04
vocab-status confidence: low
vocab-status rationale: Low-confidence editorial migration from the legacy category; unrepresented facets remain unassessed.
vocab-evidence assessment: assessment-node:recsys:development
vocab-evidence assessment: assessment-node:recsys:mapStatus
vocab-claim fingerprint: 0c5c63e2

Causal inference
type: DefinedTerm
type: Entity
type: vocab-ResearchDevelopment
description: do-calculus and counterfactuals: reasoning about interventions, not correlations. Deep learning's acknowledged blind spot; integration keeps being attempted.
citation: Causality: Models, Reasoning, and Inference, Second Edition
vocab-record type: atlasEntry
vocab-start year: 2000
vocab-end year: 2000
vocab-date label: 2000
vocab-lane: PROBABILISTIC & STATISTICAL ML
vocab-legacy classification: Active
vocab-legacy classification code: a
vocab-legacy classification label: Active
vocab-kind: development
vocab-significance: not_assessed
vocab-activity: active
vocab-trajectory: not_assessed
vocab-status as of: 2026-08-04
vocab-status confidence: low
vocab-status rationale: Low-confidence editorial migration from the legacy category; unrepresented facets remain unassessed.
vocab-evidence assessment: assessment-node:causal:development
vocab-evidence assessment: assessment-node:causal:mapStatus
vocab-landmark work association: work-link-causal>pearl-causality-2009
vocab-claim fingerprint: f19137f5

Bayesian optimization, NAS & AutoML
type: DefinedTerm
type: Entity
type: vocab-ResearchDevelopment
description: Bayesian optimization tunes expensive black boxes sample-efficiently; neural architecture search and population-based training broadened AutoML into architecture and schedule search. Useful everywhere, fully automatic science nowhere.
citation: Neural Architecture Search with Reinforcement Learning
citation: Population Based Training of Neural Networks
vocab-record type: atlasEntry
vocab-start year: 2012
vocab-end year: 2012
vocab-date label: 2012
vocab-lane: PROBABILISTIC & STATISTICAL ML
vocab-legacy classification: Active
vocab-legacy classification code: a
vocab-legacy classification label: Active
vocab-kind: development
vocab-significance: not_assessed
vocab-activity: active
vocab-trajectory: not_assessed
vocab-status as of: 2026-08-04
vocab-status confidence: low
vocab-status rationale: Low-confidence editorial migration from the legacy category; unrepresented facets remain unassessed.
vocab-evidence assessment: assessment-node:bayesopt:development
vocab-evidence assessment: assessment-node:bayesopt:mapStatus
vocab-research tier: integrated
vocab-tag: AutoML
vocab-tag: optimization
vocab-tag: search
vocab-research question: When is automatic search more sample-efficient and reproducible than expert-designed architectures and schedules?
vocab-paper association: paper-link-bayesopt>1611.01578
vocab-paper association: paper-link-bayesopt>1711.09846
vocab-claim fingerprint: 473abe18

Probabilistic programming
type: DefinedTerm
type: Entity
type: vocab-ResearchDevelopment
description: Models expressed as programs with automated inference, including Stan and language-based systems descended from Church. A specialist but active ecosystem used in science, statistics, and uncertainty-aware modeling.
vocab-record type: atlasEntry
vocab-start year: 2012
vocab-end year: 2012
vocab-date label: 2012
vocab-lane: PROBABILISTIC & STATISTICAL ML
vocab-legacy classification: Active
vocab-legacy classification code: a
vocab-legacy classification label: Active
vocab-kind: development
vocab-significance: not_assessed
vocab-activity: active
vocab-trajectory: not_assessed
vocab-status as of: 2026-08-04
vocab-status confidence: low
vocab-status rationale: Low-confidence editorial migration from the legacy category; unrepresented facets remain unassessed.
vocab-evidence assessment: assessment-node:probprog:development
vocab-evidence assessment: assessment-node:probprog:mapStatus
vocab-claim fingerprint: 89a0bc1d

Calibration, ensembles & conformal UQ
type: DefinedTerm
type: Entity
type: vocab-ResearchDevelopment
description: Deep ensembles and calibration estimate uncertainty empirically; conformal methods add distribution-free coverage guarantees under stated assumptions. A broader reliability toolkit than any one method — still underused in LLM deployment.
citation: Simple and Scalable Predictive Uncertainty Estimation using Deep Ensembles
citation: On Calibration of Modern Neural Networks
citation: A Gentle Introduction to Conformal Prediction and Distribution-Free Uncertainty Quantification
vocab-record type: atlasEntry
vocab-start year: 2016
vocab-end year: 2016
vocab-date label: 2016
vocab-lane: PROBABILISTIC & STATISTICAL ML
vocab-legacy classification: Active
vocab-legacy classification code: a
vocab-legacy classification label: Active
vocab-kind: development
vocab-significance: not_assessed
vocab-activity: active
vocab-trajectory: not_assessed
vocab-status as of: 2026-08-04
vocab-status confidence: low
vocab-status rationale: Low-confidence editorial migration from the legacy category; unrepresented facets remain unassessed.
vocab-evidence assessment: assessment-node:conformal:development
vocab-evidence assessment: assessment-node:conformal:mapStatus
vocab-research tier: integrated
vocab-tag: uncertainty
vocab-tag: reliability
vocab-tag: statistics
vocab-research question: How should calibration, epistemic uncertainty and coverage guarantees be combined under non-exchangeable deployment data?
vocab-paper association: paper-link-conformal>1612.01474
vocab-paper association: paper-link-conformal>1706.04599
vocab-paper association: paper-link-conformal>2107.07511
vocab-claim fingerprint: 74334407

Causal world models
type: DefinedTerm
type: Entity
type: vocab-OpenResearchDirection
description: Research direction: test whether explicit causal intervention and counterfactual structure improves learned-world-model planning under distribution shift. Partial causal-world systems exist; reliable gains at useful scale and under hidden confounding remain unresolved.
citation: Causal World Models by Unsupervised Deconfounding of Physical Dynamics
citation: CausalVerse: Benchmarking Causal Representation Learning with Configurable High-Fidelity Simulations
vocab-record type: atlasEntry
vocab-start year: 2026
vocab-end year: 2026
vocab-date label: 2026
vocab-lane: PROBABILISTIC & STATISTICAL ML
vocab-legacy classification: Open direction
vocab-legacy classification code: g
vocab-legacy classification label: Open direction
vocab-kind: open_direction
vocab-significance: not_assessed
vocab-activity: not_assessed
vocab-trajectory: not_assessed
vocab-status as of: 2026-08-04
vocab-status confidence: low
vocab-status rationale: Low-confidence editorial migration from the legacy category; unrepresented facets remain unassessed.
vocab-evidence assessment: assessment-node:gap causal:development
vocab-evidence assessment: assessment-node:gap causal:mapStatus
vocab-research question: When do explicit intervention and counterfactual structures improve learned-world planning under distribution shift relative to equally capable noncausal world models?
vocab-paper association: paper-link-gap causal>2012.14228
vocab-paper association: paper-link-gap causal>2510.14049
vocab-claim fingerprint: 30f38bab
vocab-direction claim state: editorial_hypothesis
vocab-direction as of: 2026-08-04
vocab-direction confidence: medium
vocab-closure criteria: On held-out interventions and mechanism changes, a causal world model improves planning success, calibration, and sample efficiency over matched latent-dynamics and invariant-learning baselines, with gains surviving misspecified graphs and latent confounding.
vocab-partial result: Causal World Models use unsupervised deconfounding and report improvements in reinforcement-learning sample complexity and counterfactual physical reasoning.
vocab-partial result: CausalVerse provides high-fidelity configurable simulations with known causal structure and intervention histories.
vocab-partial result: Existing causal-control systems remain mainly simulated or sensitive to structural assumptions.
vocab-starter project: Individual: Reproduce a causal-world-model result in CausalWorld and add hidden-confounder, mechanism-shift, and graph-misspecification stress tests.
vocab-starter project: Small lab: Compare explicit causal, invariant, and standard latent world models on matched CausalVerse training data and unseen intervention families.
vocab-starter project: Well-funded lab: Collect controlled real-robot interventions and test whether simulation-learned causal structure improves adaptation to altered objects, actuators, and dynamics.
vocab-counterexample: Causal World Models explicitly combine learned dynamics, latent deconfounding, counterfactual prediction, and reinforcement learning.
vocab-counterexample: Explainable reinforcement learning via causal world models combines causal structure with control and explanation.
vocab-counterexample: Interventional causal-representation methods learn structure from intervention families in controlled settings.
vocab-crowdedness: Medium across causal representation learning, world models, and causal reinforcement learning.
vocab-tractability: Medium in configurable simulation and low under real-world latent confounding.

Deep learning vs tabular data
type: DefinedTerm
type: Entity
type: vocab-OpenResearchDirection
description: Research direction: predict and test the data regimes, shifts, modalities and tuning budgets under which deep tabular models outperform strong boosted-tree ensembles. Deep models already win in some large, multimodal or representation-rich settings; a reliable regime-selection rule remains unresolved.
citation: Why do tree-based models still outperform deep learning on tabular data?
citation: Beyond IID: How General Are Tabular Foundation Models, Really?
vocab-record type: atlasEntry
vocab-start year: 2026
vocab-end year: 2026
vocab-date label: 2026
vocab-lane: PROBABILISTIC & STATISTICAL ML
vocab-legacy classification: Open direction
vocab-legacy classification code: g
vocab-legacy classification label: Open direction
vocab-kind: open_direction
vocab-significance: not_assessed
vocab-activity: not_assessed
vocab-trajectory: not_assessed
vocab-status as of: 2026-08-04
vocab-status confidence: low
vocab-status rationale: Low-confidence editorial migration from the legacy category; unrepresented facets remain unassessed.
vocab-evidence assessment: assessment-node:gap tabular:development
vocab-evidence assessment: assessment-node:gap tabular:mapStatus
vocab-research question: Under equal tuning and total-cost budgets, which data regimes and distribution shifts reliably favor neural or tabular-foundation models over boosted trees, and which still favor trees?
vocab-paper association: paper-link-gap tabular>2207.08815
vocab-paper association: paper-link-gap tabular>2606.30410
vocab-claim fingerprint: 1adb3d06
vocab-direction claim state: editorial_hypothesis
vocab-direction as of: 2026-08-04
vocab-direction confidence: high
vocab-closure criteria: Produce a leak-checked, preregistered regime map covering IID, temporal, grouped, large, high-dimensional, missing, and high-cardinality data, with equal tuning time and total compute plus latency, calibration, and energy reporting.
vocab-partial result: The earlier 45-dataset benchmark found tree-based models strongest on roughly 10,000-sample datasets.
vocab-partial result: TabArena finds deep methods catch up with larger time budgets and ensembles while foundation models excel on smaller datasets.
vocab-partial result: BeyondArena finds tabular foundation models strongest on tiny-to-medium IID data while trees and conventional deep models dominate several non-IID, large, and high-dimensional regimes.
vocab-starter project: Individual: Compare CatBoost, XGBoost, TabPFN, and TabM on 8-12 datasets using both random and temporal splits under an identical one-hour tuning budget.
vocab-starter project: Small lab: Build a preregistered 100-plus-dataset regime map including latency, energy, calibration, missingness, high-cardinality features, and temporal or group shift.
vocab-starter project: Well-funded lab: Train a tabular foundation model on disjoint source corpora and evaluate frozen cross-domain and non-IID transfer against the best trees and AutoGluon under total-cost parity.
vocab-counterexample: TabR beats gradient-boosted decision trees on a benchmark designed to be favorable to them.
vocab-counterexample: TabPFN and later versions lead on several small-to-medium IID suites.
vocab-counterexample: TabArena shows deep ensembles catch up under larger time budgets.
vocab-counterexample: BeyondArena shows that no one family dominates across IID and non-IID regimes.
vocab-crowdedness: Very high across boosted trees, deep tabular models, foundation models, and AutoML.
vocab-tractability: High for rigorous replication and regime mapping; medium for new architectures.

Self-reproducing automata
type: DefinedTerm
type: Entity
type: vocab-ResearchDevelopment
description: Von Neumann's cellular automata: machines that copy themselves. The origin of artificial life and complexity science.
citation: The General and Logical Theory of Automata
vocab-record type: atlasEntry
vocab-start year: 1951
vocab-end year: 1951
vocab-date label: 1951
vocab-lane: EVOLUTIONARY, NEUROMORPHIC & EXOTIC
vocab-legacy classification: Foundational
vocab-legacy classification code: f
vocab-legacy classification label: Foundational
vocab-kind: development
vocab-significance: foundational
vocab-activity: not_assessed
vocab-trajectory: not_assessed
vocab-status as of: 2026-08-04
vocab-status confidence: low
vocab-status rationale: Low-confidence editorial migration from the legacy category; unrepresented facets remain unassessed.
vocab-evidence assessment: assessment-node:cellauto:development
vocab-evidence assessment: assessment-node:cellauto:mapStatus
vocab-landmark work association: work-link-cellauto>vonneumann-automata-1951
vocab-claim fingerprint: a37d372b

Evolution strategies
type: DefinedTerm
type: Entity
type: vocab-ResearchDevelopment
description: Rechenberg & Schwefel: mutate, select, repeat — optimization borrowed from biology, born in wind-tunnel engineering.
vocab-record type: atlasEntry
vocab-start year: 1965
vocab-end year: 1965
vocab-date label: 1965
vocab-lane: EVOLUTIONARY, NEUROMORPHIC & EXOTIC
vocab-legacy classification: Foundational
vocab-legacy classification code: f
vocab-legacy classification label: Foundational
vocab-kind: development
vocab-significance: foundational
vocab-activity: not_assessed
vocab-trajectory: not_assessed
vocab-status as of: 2026-08-04
vocab-status confidence: low
vocab-status rationale: Low-confidence editorial migration from the legacy category; unrepresented facets remain unassessed.
vocab-evidence assessment: assessment-node:evolstrat:development
vocab-evidence assessment: assessment-node:evolstrat:mapStatus
vocab-claim fingerprint: 5e60a0b7

Genetic algorithms
type: DefinedTerm
type: Entity
type: vocab-ResearchDevelopment
description: Holland's crossover + fitness + schema theorem. The adaptationist program in computing; parent of a whole evolutionary lane.
vocab-record type: atlasEntry
vocab-start year: 1975
vocab-end year: 1975
vocab-date label: 1975
vocab-lane: EVOLUTIONARY, NEUROMORPHIC & EXOTIC
vocab-legacy classification: Foundational
vocab-legacy classification code: f
vocab-legacy classification label: Foundational
vocab-kind: development
vocab-significance: foundational
vocab-activity: not_assessed
vocab-trajectory: not_assessed
vocab-status as of: 2026-08-04
vocab-status confidence: low
vocab-status rationale: Low-confidence editorial migration from the legacy category; unrepresented facets remain unassessed.
vocab-evidence assessment: assessment-node:ga:development
vocab-evidence assessment: assessment-node:ga:mapStatus
vocab-claim fingerprint: b98d64aa

Artificial life
type: DefinedTerm
type: Entity
type: vocab-ResearchDevelopment
description: Tierra, Avida: digital ecologies of self-replicators. The open-ended-evolution question remains open — the lane's unfinished business.
vocab-record type: atlasEntry
vocab-start year: 1987
vocab-end year: 1987
vocab-date label: 1987
vocab-lane: EVOLUTIONARY, NEUROMORPHIC & EXOTIC
vocab-legacy classification: Dormant
vocab-legacy classification code: d
vocab-legacy classification label: Dormant
vocab-kind: development
vocab-significance: not_assessed
vocab-activity: dormant
vocab-trajectory: not_assessed
vocab-status as of: 2026-08-04
vocab-status confidence: low
vocab-status rationale: Low-confidence editorial migration from the legacy category; unrepresented facets remain unassessed.
vocab-evidence assessment: assessment-node:alife:development
vocab-evidence assessment: assessment-node:alife:mapStatus
vocab-claim fingerprint: be191bd9

Genetic programming
type: DefinedTerm
type: Entity
type: vocab-ResearchDevelopment
description: Koza: evolve the programs themselves. Produced patentable circuits, then was eclipsed by gradient methods — reborn as LLM-guided evolution.
vocab-record type: atlasEntry
vocab-start year: 1992
vocab-end year: 1992
vocab-date label: 1992
vocab-lane: EVOLUTIONARY, NEUROMORPHIC & EXOTIC
vocab-legacy classification: Dormant
vocab-legacy classification code: d
vocab-legacy classification label: Dormant
vocab-kind: development
vocab-significance: not_assessed
vocab-activity: dormant
vocab-trajectory: not_assessed
vocab-status as of: 2026-08-04
vocab-status confidence: low
vocab-status rationale: Low-confidence editorial migration from the legacy category; unrepresented facets remain unassessed.
vocab-evidence assessment: assessment-node:gp92:development
vocab-evidence assessment: assessment-node:gp92:mapStatus
vocab-claim fingerprint: 1f96753a

Swarm intelligence (ACO, PSO)
type: DefinedTerm
type: Entity
type: vocab-ResearchDevelopment
description: Bio-inspired ant, particle and flocking methods became established optimization techniques with selected operational and robotics applications; integration with foundation-model robotics remains early.
vocab-record type: atlasEntry
vocab-start year: 1995
vocab-end year: 1995
vocab-date label: 1995
vocab-lane: EVOLUTIONARY, NEUROMORPHIC & EXOTIC
vocab-legacy classification: Dormant
vocab-legacy classification code: d
vocab-legacy classification label: Dormant
vocab-kind: development
vocab-significance: not_assessed
vocab-activity: dormant
vocab-trajectory: not_assessed
vocab-status as of: 2026-08-04
vocab-status confidence: low
vocab-status rationale: Low-confidence editorial migration from the legacy category; unrepresented facets remain unassessed.
vocab-evidence assessment: assessment-node:swarm:development
vocab-evidence assessment: assessment-node:swarm:mapStatus
vocab-claim fingerprint: 5248f290

Neuroevolution (NEAT)
type: DefinedTerm
type: Entity
type: vocab-ResearchDevelopment
description: Evolving network topologies. Charming results, outscaled by gradient descent — brief ES-for-RL revival in 2017, then quiet again.
vocab-record type: atlasEntry
vocab-start year: 2002
vocab-end year: 2002
vocab-date label: 2002
vocab-lane: EVOLUTIONARY, NEUROMORPHIC & EXOTIC
vocab-legacy classification: Dormant
vocab-legacy classification code: d
vocab-legacy classification label: Dormant
vocab-kind: development
vocab-significance: not_assessed
vocab-activity: dormant
vocab-trajectory: not_assessed
vocab-status as of: 2026-08-04
vocab-status confidence: low
vocab-status rationale: Low-confidence editorial migration from the legacy category; unrepresented facets remain unassessed.
vocab-evidence assessment: assessment-node:neat:development
vocab-evidence assessment: assessment-node:neat:mapStatus
vocab-claim fingerprint: cc8a6a6f

Spiking neural networks
type: DefinedTerm
type: Entity
type: vocab-ResearchDevelopment
description: Event-driven, biologically-timed neurons — the 'third generation' that never found its killer app. Persistent hope of the neuromorphic program.
vocab-record type: atlasEntry
vocab-start year: 1997
vocab-end year: 1997
vocab-date label: 1997
vocab-lane: EVOLUTIONARY, NEUROMORPHIC & EXOTIC
vocab-legacy classification: Dormant
vocab-legacy classification code: d
vocab-legacy classification label: Dormant
vocab-kind: development
vocab-significance: not_assessed
vocab-activity: dormant
vocab-trajectory: not_assessed
vocab-status as of: 2026-08-04
vocab-status confidence: low
vocab-status rationale: Low-confidence editorial migration from the legacy category; unrepresented facets remain unassessed.
vocab-evidence assessment: assessment-node:spiking:development
vocab-evidence assessment: assessment-node:spiking:mapStatus
vocab-claim fingerprint: edceab2e

Analog VLSI neural hardware
type: DefinedTerm
type: Entity
type: vocab-ResearchDevelopment
description: Carver Mead's silicon retinas and cochleas. Neuromorphic engineering's founding — physics as computation.
vocab-record type: atlasEntry
vocab-start year: 1989
vocab-end year: 1989
vocab-date label: 1989
vocab-lane: EVOLUTIONARY, NEUROMORPHIC & EXOTIC
vocab-legacy classification: Foundational
vocab-legacy classification code: f
vocab-legacy classification label: Foundational
vocab-kind: development
vocab-significance: foundational
vocab-activity: not_assessed
vocab-trajectory: not_assessed
vocab-status as of: 2026-08-04
vocab-status confidence: low
vocab-status rationale: Low-confidence editorial migration from the legacy category; unrepresented facets remain unassessed.
vocab-evidence assessment: assessment-node:mead:development
vocab-evidence assessment: assessment-node:mead:mapStatus
vocab-claim fingerprint: eaee37b0

Reservoir computing
type: DefinedTerm
type: Entity
type: vocab-ResearchDevelopment
description: Fixed random recurrence + trained readout. A clever shortcut that found its ceiling — revived interest wherever physical substrates compute.
vocab-record type: atlasEntry
vocab-start year: 2001
vocab-end year: 2001
vocab-date label: 2001
vocab-lane: EVOLUTIONARY, NEUROMORPHIC & EXOTIC
vocab-legacy classification: Dormant
vocab-legacy classification code: d
vocab-legacy classification label: Dormant
vocab-kind: development
vocab-significance: not_assessed
vocab-activity: dormant
vocab-trajectory: not_assessed
vocab-status as of: 2026-08-04
vocab-status confidence: low
vocab-status rationale: Low-confidence editorial migration from the legacy category; unrepresented facets remain unassessed.
vocab-evidence assessment: assessment-node:reservoir:development
vocab-evidence assessment: assessment-node:reservoir:mapStatus
vocab-claim fingerprint: 0b6e1359

Hierarchical Temporal Memory
type: DefinedTerm
type: Entity
type: vocab-ResearchDevelopment
description: Hawkins' cortical theory as product (Numenta). Two decades of conviction, minimal ML impact — a parallel track that never merged with the mainline.
vocab-record type: atlasEntry
vocab-start year: 2004
vocab-end year: 2004
vocab-date label: 2004
vocab-lane: EVOLUTIONARY, NEUROMORPHIC & EXOTIC
vocab-legacy classification: Ended / superseded (legacy)
vocab-legacy classification code: x
vocab-legacy classification label: Ended / superseded (legacy)
vocab-kind: development
vocab-significance: not_assessed
vocab-activity: not_assessed
vocab-trajectory: ambiguous_ended_or_superseded
vocab-status as of: 2026-08-04
vocab-status confidence: low
vocab-status rationale: Low-confidence editorial migration from the legacy category; unrepresented facets remain unassessed.
vocab-evidence assessment: assessment-node:htm:development
vocab-evidence assessment: assessment-node:htm:mapStatus
vocab-claim fingerprint: bbc15aab

DNA computing
type: DefinedTerm
type: Entity
type: vocab-ResearchDevelopment
description: Adleman demonstrated combinatorial computation in DNA. General-purpose molecular computing remains niche, while adjacent DNA data-storage and biosensing research continues.
vocab-record type: atlasEntry
vocab-start year: 1994
vocab-end year: 1994
vocab-date label: 1994
vocab-lane: EVOLUTIONARY, NEUROMORPHIC & EXOTIC
vocab-legacy classification: Dormant
vocab-legacy classification code: d
vocab-legacy classification label: Dormant
vocab-kind: development
vocab-significance: not_assessed
vocab-activity: dormant
vocab-trajectory: not_assessed
vocab-status as of: 2026-08-04
vocab-status confidence: low
vocab-status rationale: Low-confidence editorial migration from the legacy category; unrepresented facets remain unassessed.
vocab-evidence assessment: assessment-node:dna:development
vocab-evidence assessment: assessment-node:dna:mapStatus
vocab-claim fingerprint: 2cfa45c3

Neuromorphic chips (Loihi)
type: DefinedTerm
type: Entity
type: vocab-ResearchDevelopment
description: TrueNorth, Loihi, SpiNNaker: silicon spikes at microwatts. Research platforms in search of a market for a decade and counting.
vocab-record type: atlasEntry
vocab-start year: 2014
vocab-end year: 2014
vocab-date label: 2014
vocab-lane: EVOLUTIONARY, NEUROMORPHIC & EXOTIC
vocab-legacy classification: Dormant
vocab-legacy classification code: d
vocab-legacy classification label: Dormant
vocab-kind: development
vocab-significance: not_assessed
vocab-activity: dormant
vocab-trajectory: not_assessed
vocab-status as of: 2026-08-04
vocab-status confidence: low
vocab-status rationale: Low-confidence editorial migration from the legacy category; unrepresented facets remain unassessed.
vocab-evidence assessment: assessment-node:neuromorphic:development
vocab-evidence assessment: assessment-node:neuromorphic:mapStatus
vocab-claim fingerprint: 6019c548

Quantum machine learning
type: DefinedTerm
type: Entity
type: vocab-ResearchDevelopment
description: HHL and variational circuits promised speedups; barren plateaus and dequantization deflated them. No practical ML advantage demonstrated yet.
vocab-record type: atlasEntry
vocab-start year: 2014
vocab-end year: 2014
vocab-date label: 2014
vocab-lane: EVOLUTIONARY, NEUROMORPHIC & EXOTIC
vocab-legacy classification: Dormant
vocab-legacy classification code: d
vocab-legacy classification label: Dormant
vocab-kind: development
vocab-significance: not_assessed
vocab-activity: dormant
vocab-trajectory: not_assessed
vocab-status as of: 2026-08-04
vocab-status confidence: low
vocab-status rationale: Low-confidence editorial migration from the legacy category; unrepresented facets remain unassessed.
vocab-evidence assessment: assessment-node:quantumml:development
vocab-evidence assessment: assessment-node:quantumml:mapStatus
vocab-claim fingerprint: 66277fde

Optical neural networks
type: DefinedTerm
type: Entity
type: vocab-ResearchDevelopment
description: Optical systems perform neural-network operations using light. Photonic interconnects are nearer-term, while optical compute remains an active research program with continuing 2020s demonstrations.
vocab-record type: atlasEntry
vocab-start year: 2017
vocab-end year: 2017
vocab-date label: 2017
vocab-lane: EVOLUTIONARY, NEUROMORPHIC & EXOTIC
vocab-legacy classification: Active
vocab-legacy classification code: a
vocab-legacy classification label: Active
vocab-kind: development
vocab-significance: not_assessed
vocab-activity: active
vocab-trajectory: not_assessed
vocab-status as of: 2026-08-04
vocab-status confidence: low
vocab-status rationale: Low-confidence editorial migration from the legacy category; unrepresented facets remain unassessed.
vocab-evidence assessment: assessment-node:optical:development
vocab-evidence assessment: assessment-node:optical:mapStatus
vocab-claim fingerprint: b592f187

Analog in-memory computing
type: DefinedTerm
type: Entity
type: vocab-ResearchDevelopment
description: Compute inside memory cells to escape the von Neumann bottleneck. Real inference chips exist; training precision remains the wall.
vocab-record type: atlasEntry
vocab-start year: 2020
vocab-end year: 2020
vocab-date label: 2020
vocab-lane: EVOLUTIONARY, NEUROMORPHIC & EXOTIC
vocab-legacy classification: Active
vocab-legacy classification code: a
vocab-legacy classification label: Active
vocab-kind: development
vocab-significance: not_assessed
vocab-activity: active
vocab-trajectory: not_assessed
vocab-status as of: 2026-08-04
vocab-status confidence: low
vocab-status rationale: Low-confidence editorial migration from the legacy category; unrepresented facets remain unassessed.
vocab-evidence assessment: assessment-node:analogai:development
vocab-evidence assessment: assessment-node:analogai:mapStatus
vocab-claim fingerprint: c4cf0d79

LLM-guided evolution (AlphaEvolve)
type: DefinedTerm
type: Entity
type: vocab-ResearchDevelopment
description: Evolutionary search with LLM mutation operators: new matrix-multiplication records, kernel speedups, open math results. Genetic programming's revenge.
vocab-record type: atlasEntry
vocab-start year: 2025
vocab-end year: 2025
vocab-date label: 2025
vocab-lane: EVOLUTIONARY, NEUROMORPHIC & EXOTIC
vocab-legacy classification: Hot frontier
vocab-legacy classification code: h
vocab-legacy classification label: Hot frontier
vocab-kind: development
vocab-significance: not_assessed
vocab-activity: high_activity
vocab-trajectory: not_assessed
vocab-status as of: 2026-08-04
vocab-status confidence: low
vocab-status rationale: Low-confidence editorial migration from the legacy category; unrepresented facets remain unassessed.
vocab-evidence assessment: assessment-node:alphaevolve:development
vocab-evidence assessment: assessment-node:alphaevolve:mapStatus
vocab-claim fingerprint: a647b5c7

Learning without backprop
type: DefinedTerm
type: Entity
type: vocab-OpenResearchDirection
description: Research direction: test whether local or biologically plausible learning rules can approach backpropagation at useful scale and map efficiently to neuromorphic or analog hardware.
citation: The Forward-Forward Algorithm: Some Preliminary Investigations
citation: Can Local Learning Match Self-Supervised Backpropagation?
vocab-record type: atlasEntry
vocab-start year: 2026
vocab-end year: 2026
vocab-date label: 2026
vocab-lane: EVOLUTIONARY, NEUROMORPHIC & EXOTIC
vocab-legacy classification: Open direction
vocab-legacy classification code: g
vocab-legacy classification label: Open direction
vocab-kind: open_direction
vocab-significance: not_assessed
vocab-activity: not_assessed
vocab-trajectory: not_assessed
vocab-status as of: 2026-08-04
vocab-status confidence: low
vocab-status rationale: Low-confidence editorial migration from the legacy category; unrepresented facets remain unassessed.
vocab-evidence assessment: assessment-node:gap biolearn:development
vocab-evidence assessment: assessment-node:gap biolearn:mapStatus
vocab-research question: Can local learning approach backpropagation at useful scale while delivering a measured hardware, memory, communication, or energy advantage?
vocab-paper association: paper-link-gap biolearn>2212.13345
vocab-paper association: paper-link-gap biolearn>2601.21683
vocab-claim fingerprint: 4ce852f0
vocab-direction claim state: editorial_hypothesis
vocab-direction as of: 2026-08-04
vocab-direction confidence: high
vocab-closure criteria: On a useful-scale task and matched architecture, a local rule closes most of the accuracy and robustness gap to backpropagation while demonstrating reproducible end-to-end energy, memory, communication, or latency gains that include host and data-movement overhead.
vocab-partial result: Forward-Forward replaces forward and backward passes with positive and negative forward passes but was introduced on small problems.
vocab-partial result: CLAPP-like local self-supervised learning matches comparable global objectives on CIFAR-10, STL-10, and Tiny ImageNet.
vocab-partial result: Predictive coding can approximate backpropagation on arbitrary computation graphs in theory and small implementations.
vocab-starter project: Individual: Compare backpropagation, CLAPP, predictive coding, and Forward-Forward on identical Tiny ImageNet networks while measuring stored activations, communication, memory, and accuracy.
vocab-starter project: Small lab: Scale the strongest local self-supervised rule to ImageNet-100 or ImageNet-1k with matched ResNet or ViT baselines and NeuroBench-style operation metrics.
vocab-starter project: Well-funded lab: Implement the same local rule on neuromorphic or analog hardware and publish wall-plug energy, latency, robustness, and host-overhead comparisons against a conventional backpropagation system.
vocab-counterexample: Local CLAPP variants match comparable global self-supervised objectives on several small vision datasets.
vocab-counterexample: Predictive-coding updates can approximate automatic differentiation on arbitrary computation graphs.
vocab-counterexample: Neuromorphic systems show task-specific energy advantages, although often without matched learning rules and end-to-end accounting.
vocab-crowdedness: Medium across local learning, predictive coding, and neuromorphic computing.
vocab-tractability: High for small-scale algorithmic work and low for credible useful-scale systems claims.

Quantum advantage for learning
type: DefinedTerm
type: Entity
type: vocab-OpenResearchDirection
description: Research direction: establish a practically relevant, independently replicated quantum-learning advantage with classical data or explicitly costed quantum-data access. Provable advantages exist under specified access models; practical end-to-end advantage under full resource accounting remains unresolved.
citation: Quantum advantage in learning from experiments
citation: Better than classical? The subtle art of benchmarking quantum machine learning models
vocab-record type: atlasEntry
vocab-start year: 2026
vocab-end year: 2026
vocab-date label: 2026
vocab-lane: EVOLUTIONARY, NEUROMORPHIC & EXOTIC
vocab-legacy classification: Open direction
vocab-legacy classification code: g
vocab-legacy classification label: Open direction
vocab-kind: open_direction
vocab-significance: not_assessed
vocab-activity: not_assessed
vocab-trajectory: not_assessed
vocab-status as of: 2026-08-04
vocab-status confidence: low
vocab-status rationale: Low-confidence editorial migration from the legacy category; unrepresented facets remain unassessed.
vocab-evidence assessment: assessment-node:gap quant:development
vocab-evidence assessment: assessment-node:gap quant:mapStatus
vocab-research question: Can an end-to-end learning workload show a reproducible quantum advantage over the strongest classical alternative after state preparation, data acquisition, error mitigation, wall-clock time, and energy are all counted?
vocab-paper association: paper-link-gap quant>2112.00778
vocab-paper association: paper-link-gap quant>2403.07059
vocab-claim fingerprint: 0c00c4d1
vocab-direction claim state: editorial_hypothesis
vocab-direction as of: 2026-08-04
vocab-direction confidence: high
vocab-closure criteria: Pre-register the access model, task distribution, hardware, classical comparison budget, and success threshold; include state-preparation, shots, calibration, error mitigation, queue and wall-clock costs; red-team the classical baseline; demonstrate scaling beyond feasible classical replication; and reproduce on independent hardware.
vocab-partial result: Provable and experimental learning advantages already exist for carefully specified quantum-data access models, including learning from experiments. Broad empirical benchmarking still finds that ordinary classical models usually outperform tested quantum models on classical-data tasks. The defensible open question is practical end-to-end advantage under full resource accounting, not whether any quantum learning advantage has ever been proved.
vocab-starter project: Individual: Reproduce selected qml-benchmarks with stronger classical hyperparameter search, identical data splits, and full training and inference timing; publish null results and sensitivity analyses.
vocab-starter project: Small lab: Implement one learning-from-experiments task on cloud quantum hardware, pre-register the best classical red team, and account for shots, calibration, state preparation, mitigation, transfer, queue, and wall-clock costs.
vocab-starter project: Well-funded lab: Run the same 30-50-qubit coherent-data learning experiment on two independent hardware stacks, with a separate classical-HPC team and audited time, energy, acquisition, and uncertainty accounting.
vocab-counterexample: Quantum Advantage in Learning from Experiments proves exponential sample advantages under specified quantum-data access and demonstrates experiments up to 40 superconducting qubits and roughly 1,300 gates; those assumptions do not automatically establish a practical advantage for ordinary classical data.
vocab-counterexample: The qml-benchmarks study evaluates 12 quantum models across 160 datasets grouped into 10 benchmarks and generally finds tuned classical models stronger; simulations were limited to modest qubit counts.
vocab-counterexample: Recent analyses report plausible noisy-qubit separations at tens of qubits, but they are not yet an independently replicated end-to-end hardware advantage with full acquisition and runtime accounting.
vocab-crowdedness: Medium-high; QML is crowded, while transparent end-to-end cost accounting and adversarial classical baselines remain less common.
vocab-tractability: High for rigorous small-scale benchmarking and valuable negative results; very low for a scalable practical-advantage closure result.

Unimate — industrial robots
type: DefinedTerm
type: Entity
type: vocab-ResearchDevelopment
description: GM's assembly-line arm. Automation without intelligence — but the hardware lineage AI would eventually inhabit.
vocab-record type: atlasEntry
vocab-start year: 1961
vocab-end year: 1961
vocab-date label: 1961
vocab-lane: ROBOTICS & EMBODIED AI
vocab-legacy classification: Foundational
vocab-legacy classification code: f
vocab-legacy classification label: Foundational
vocab-kind: development
vocab-significance: foundational
vocab-activity: not_assessed
vocab-trajectory: not_assessed
vocab-status as of: 2026-08-04
vocab-status confidence: low
vocab-status rationale: Low-confidence editorial migration from the legacy category; unrepresented facets remain unassessed.
vocab-evidence assessment: assessment-node:unimate:development
vocab-evidence assessment: assessment-node:unimate:mapStatus
vocab-claim fingerprint: 57518006

Shakey
type: DefinedTerm
type: Entity
type: vocab-ResearchDevelopment
description: First robot to integrate perception, planning and action; A* and STRIPS were invented for it. Glacial in practice, generative in consequence.
vocab-record type: atlasEntry
vocab-start year: 1968
vocab-end year: 1968
vocab-date label: 1968
vocab-lane: ROBOTICS & EMBODIED AI
vocab-legacy classification: Foundational
vocab-legacy classification code: f
vocab-legacy classification label: Foundational
vocab-kind: development
vocab-significance: foundational
vocab-activity: not_assessed
vocab-trajectory: not_assessed
vocab-status as of: 2026-08-04
vocab-status confidence: low
vocab-status rationale: Low-confidence editorial migration from the legacy category; unrepresented facets remain unassessed.
vocab-evidence assessment: assessment-node:shakey:development
vocab-evidence assessment: assessment-node:shakey:mapStatus
vocab-claim fingerprint: ea8a5139

Moravec's paradox
type: DefinedTerm
type: Entity
type: vocab-ResearchDevelopment
description: What's hard for AI (perception, motor control) is easy for toddlers, and vice versa. The embodiment reality check, still collecting evidence.
vocab-record type: atlasEntry
vocab-start year: 1988
vocab-end year: 1988
vocab-date label: 1988
vocab-lane: ROBOTICS & EMBODIED AI
vocab-legacy classification: Foundational
vocab-legacy classification code: f
vocab-legacy classification label: Foundational
vocab-kind: development
vocab-significance: foundational
vocab-activity: not_assessed
vocab-trajectory: not_assessed
vocab-status as of: 2026-08-04
vocab-status confidence: low
vocab-status rationale: Low-confidence editorial migration from the legacy category; unrepresented facets remain unassessed.
vocab-evidence assessment: assessment-node:moravec:development
vocab-evidence assessment: assessment-node:moravec:mapStatus
vocab-claim fingerprint: 8d9c0faf

Behavior-based robotics
type: DefinedTerm
type: Entity
type: vocab-ResearchDevelopment
description: Brooks's layered behavior-based approach favored direct perception-action loops over centralized world models and strongly influenced embodied robotics and commercial mobile-robot design.
citation: A Robust Layered Control System for a Mobile Robot
vocab-record type: atlasEntry
vocab-start year: 1986
vocab-end year: 1986
vocab-date label: 1986
vocab-lane: ROBOTICS & EMBODIED AI
vocab-legacy classification: Foundational
vocab-legacy classification code: f
vocab-legacy classification label: Foundational
vocab-kind: development
vocab-significance: foundational
vocab-activity: not_assessed
vocab-trajectory: not_assessed
vocab-status as of: 2026-08-04
vocab-status confidence: low
vocab-status rationale: Low-confidence editorial migration from the legacy category; unrepresented facets remain unassessed.
vocab-evidence assessment: assessment-node:subsumption:development
vocab-evidence assessment: assessment-node:subsumption:mapStatus
vocab-landmark work association: work-link-subsumption>brooks-layered-control-1986
vocab-claim fingerprint: 99ba944d

Cog & the humanoid lab era
type: DefinedTerm
type: Entity
type: vocab-ResearchDevelopment
description: Humanoid robots served as cognition testbeds in the Cog and ASIMO era. Those programs ended without general intelligence; humanoid research returned decades later through modern control and learned foundation models.
vocab-record type: atlasEntry
vocab-start year: 1993
vocab-end year: 1993
vocab-date label: 1993
vocab-lane: ROBOTICS & EMBODIED AI
vocab-legacy classification: Ended / superseded (legacy)
vocab-legacy classification code: x
vocab-legacy classification label: Ended / superseded (legacy)
vocab-kind: development
vocab-significance: not_assessed
vocab-activity: not_assessed
vocab-trajectory: ambiguous_ended_or_superseded
vocab-status as of: 2026-08-04
vocab-status confidence: low
vocab-status rationale: Low-confidence editorial migration from the legacy category; unrepresented facets remain unassessed.
vocab-evidence assessment: assessment-node:cog:development
vocab-evidence assessment: assessment-node:cog:mapStatus
vocab-claim fingerprint: fb43447d

ALVINN drives (1989)
type: DefinedTerm
type: Entity
type: vocab-ResearchDevelopment
description: A neural net steering a van from camera pixels at CMU. Imitation learning's proof of concept, three decades early.
vocab-record type: atlasEntry
vocab-start year: 1989
vocab-end year: 1989
vocab-date label: 1989
vocab-lane: ROBOTICS & EMBODIED AI
vocab-legacy classification: Foundational
vocab-legacy classification code: f
vocab-legacy classification label: Foundational
vocab-kind: development
vocab-significance: foundational
vocab-activity: not_assessed
vocab-trajectory: not_assessed
vocab-status as of: 2026-08-04
vocab-status confidence: low
vocab-status rationale: Low-confidence editorial migration from the legacy category; unrepresented facets remain unassessed.
vocab-evidence assessment: assessment-node:alvinn:development
vocab-evidence assessment: assessment-node:alvinn:mapStatus
vocab-claim fingerprint: 19cc7929

SLAM
type: DefinedTerm
type: Entity
type: vocab-ResearchDevelopment
description: Simultaneous localization and mapping is a core technique for many robots, drones and augmented-reality systems, alongside visual-inertial odometry, mapping services and learned perception.
vocab-record type: atlasEntry
vocab-start year: 1991
vocab-end year: 1991
vocab-date label: 1991
vocab-lane: ROBOTICS & EMBODIED AI
vocab-legacy classification: Foundational
vocab-legacy classification code: f
vocab-legacy classification label: Foundational
vocab-kind: development
vocab-significance: foundational
vocab-activity: not_assessed
vocab-trajectory: not_assessed
vocab-status as of: 2026-08-04
vocab-status confidence: low
vocab-status rationale: Low-confidence editorial migration from the legacy category; unrepresented facets remain unassessed.
vocab-evidence assessment: assessment-node:slam:development
vocab-evidence assessment: assessment-node:slam:mapStatus
vocab-claim fingerprint: 21b36fdf

Evolutionary & developmental robotics
type: DefinedTerm
type: Entity
type: vocab-ResearchDevelopment
description: Evolutionary and developmental robotics jointly optimize controllers, behaviors and sometimes morphology. The field remains academically active, with more limited industrial adoption than mainstream deep learning and robotics.
vocab-record type: atlasEntry
vocab-start year: 1994
vocab-end year: 1994
vocab-date label: 1994
vocab-lane: ROBOTICS & EMBODIED AI
vocab-legacy classification: Dormant
vocab-legacy classification code: d
vocab-legacy classification label: Dormant
vocab-kind: development
vocab-significance: not_assessed
vocab-activity: dormant
vocab-trajectory: not_assessed
vocab-status as of: 2026-08-04
vocab-status confidence: low
vocab-status rationale: Low-confidence editorial migration from the legacy category; unrepresented facets remain unassessed.
vocab-evidence assessment: assessment-node:evolrobotics:development
vocab-evidence assessment: assessment-node:evolrobotics:mapStatus
vocab-claim fingerprint: 9cae89dd

Dynamic legged locomotion
type: DefinedTerm
type: Entity
type: vocab-ResearchDevelopment
description: BigDog→Atlas backflips: model-predictive control at its athletic peak — a triumph of control theory largely without learning.
vocab-record type: atlasEntry
vocab-start year: 2008
vocab-end year: 2008
vocab-date label: 2008
vocab-lane: ROBOTICS & EMBODIED AI
vocab-legacy classification: Foundational
vocab-legacy classification code: f
vocab-legacy classification label: Foundational
vocab-kind: development
vocab-significance: foundational
vocab-activity: not_assessed
vocab-trajectory: not_assessed
vocab-status as of: 2026-08-04
vocab-status confidence: low
vocab-status rationale: Low-confidence editorial migration from the legacy category; unrepresented facets remain unassessed.
vocab-evidence assessment: assessment-node:bostondynamics:development
vocab-evidence assessment: assessment-node:bostondynamics:mapStatus
vocab-claim fingerprint: a48f2710

DARPA Grand Challenge
type: DefinedTerm
type: Entity
type: vocab-ResearchDevelopment
description: Stanley wins the desert race; the self-driving industry is born in a weekend. Benchmark-as-catalyst, the robotics edition.
vocab-record type: atlasEntry
vocab-start year: 2005
vocab-end year: 2005
vocab-date label: 2005
vocab-lane: ROBOTICS & EMBODIED AI
vocab-legacy classification: Foundational
vocab-legacy classification code: f
vocab-legacy classification label: Foundational
vocab-kind: development
vocab-significance: foundational
vocab-activity: not_assessed
vocab-trajectory: not_assessed
vocab-status as of: 2026-08-04
vocab-status confidence: low
vocab-status rationale: Low-confidence editorial migration from the legacy category; unrepresented facets remain unassessed.
vocab-evidence assessment: assessment-node:darpagc:development
vocab-evidence assessment: assessment-node:darpagc:mapStatus
vocab-claim fingerprint: 6b3d496e

Simulation environments
type: DefinedTerm
type: Entity
type: vocab-ResearchDevelopment
description: MuJoCo, Gym, Isaac, Habitat: physics playgrounds where robot learning actually happens. Sim-to-real as a strategy, not a hack.
citation: Domain Randomization for Transferring Deep Neural Networks from Simulation to the Real World
vocab-record type: atlasEntry
vocab-start year: 2016
vocab-end year: 2016
vocab-date label: 2016
vocab-lane: ROBOTICS & EMBODIED AI
vocab-legacy classification: Active
vocab-legacy classification code: a
vocab-legacy classification label: Active
vocab-kind: development
vocab-significance: not_assessed
vocab-activity: active
vocab-trajectory: not_assessed
vocab-status as of: 2026-08-04
vocab-status confidence: low
vocab-status rationale: Low-confidence editorial migration from the legacy category; unrepresented facets remain unassessed.
vocab-evidence assessment: assessment-node:simenv:development
vocab-evidence assessment: assessment-node:simenv:mapStatus
vocab-research tier: integrated
vocab-tag: robotics
vocab-tag: simulation
vocab-tag: evaluation
vocab-research question: Which simulation variations produce robust transfer rather than hiding reality gaps behind benchmark success?
vocab-paper association: paper-link-simenv>1703.06907
vocab-claim fingerprint: 64d3cab1

Deep RL manipulation
type: DefinedTerm
type: Entity
type: vocab-ResearchDevelopment
description: Grasping via RL and domain randomization (OpenAI's Rubik's hand). Sample hunger stalled it; imitation + foundation models took the baton.
vocab-record type: atlasEntry
vocab-start year: 2017
vocab-end year: 2017
vocab-date label: 2017
vocab-lane: ROBOTICS & EMBODIED AI
vocab-legacy classification: Dormant
vocab-legacy classification code: d
vocab-legacy classification label: Dormant
vocab-kind: development
vocab-significance: not_assessed
vocab-activity: dormant
vocab-trajectory: not_assessed
vocab-status as of: 2026-08-04
vocab-status confidence: low
vocab-status rationale: Low-confidence editorial migration from the legacy category; unrepresented facets remain unassessed.
vocab-evidence assessment: assessment-node:deeprlrobot:development
vocab-evidence assessment: assessment-node:deeprlrobot:mapStatus
vocab-claim fingerprint: a35adfa2

Self-driving's long grind
type: DefinedTerm
type: Entity
type: vocab-ResearchDevelopment
description: A decade of overpromise, then real robotaxis at scale (Waymo, 2024–26). The long tail was the whole problem — and it's yielding slowly.
vocab-record type: atlasEntry
vocab-start year: 2018
vocab-end year: 2018
vocab-date label: 2018
vocab-lane: ROBOTICS & EMBODIED AI
vocab-legacy classification: Active
vocab-legacy classification code: a
vocab-legacy classification label: Active
vocab-kind: development
vocab-significance: not_assessed
vocab-activity: active
vocab-trajectory: not_assessed
vocab-status as of: 2026-08-04
vocab-status confidence: low
vocab-status rationale: Low-confidence editorial migration from the legacy category; unrepresented facets remain unassessed.
vocab-evidence assessment: assessment-node:selfdriving:development
vocab-evidence assessment: assessment-node:selfdriving:mapStatus
vocab-claim fingerprint: 1dc44232

Robot foundation models
type: DefinedTerm
type: Entity
type: vocab-ResearchDevelopment
description: SayCan and RT-1 began the language-grounded lineage; RT-2, Open X-Embodiment, OpenVLA and π0 scaled vision-language-action learning. Robotics' claimed 'GPT moment' is still being tested.
citation: Do As I Can, Not As I Say: Grounding Language in Robotic Affordances
citation: RT-1: Robotics Transformer for Real-World Control at Scale
citation: RT-2: Vision-Language-Action Models Transfer Web Knowledge to Robotic Control
citation: Open X-Embodiment
citation: OpenVLA
citation: π0: A Vision-Language-Action Flow Model
vocab-record type: atlasEntry
vocab-start year: 2022
vocab-end year: 2022
vocab-date label: 2022
vocab-lane: ROBOTICS & EMBODIED AI
vocab-legacy classification: Hot frontier
vocab-legacy classification code: h
vocab-legacy classification label: Hot frontier
vocab-kind: development
vocab-significance: not_assessed
vocab-activity: high_activity
vocab-trajectory: not_assessed
vocab-status as of: 2026-08-04
vocab-status confidence: low
vocab-status rationale: Low-confidence editorial migration from the legacy category; unrepresented facets remain unassessed.
vocab-evidence assessment: assessment-node:rtfm:development
vocab-evidence assessment: assessment-node:rtfm:mapStatus
vocab-research tier: integrated
vocab-tag: robotics
vocab-tag: foundation models
vocab-tag: multimodal
vocab-research question: Which forms of internet-scale pretraining transfer to safe, data-efficient physical generalization?
vocab-paper association: paper-link-rtfm>2204.01691
vocab-paper association: paper-link-rtfm>2212.06817
vocab-paper association: paper-link-rtfm>2307.15818
vocab-paper association: paper-link-rtfm>2310.08864
vocab-paper association: paper-link-rtfm>2406.09246
vocab-paper association: paper-link-rtfm>2410.24164
vocab-claim fingerprint: 5b6c18c8

Humanoid renaissance
type: DefinedTerm
type: Entity
type: vocab-ResearchDevelopment
description: Optimus, Figure Helix, Unitree: billions chasing general-purpose bodies, first pilot deployments 2025–26. Hype versus unit economics, unresolved.
vocab-record type: atlasEntry
vocab-start year: 2024
vocab-end year: 2024
vocab-date label: 2024
vocab-lane: ROBOTICS & EMBODIED AI
vocab-legacy classification: Hot frontier
vocab-legacy classification code: h
vocab-legacy classification label: Hot frontier
vocab-kind: development
vocab-significance: not_assessed
vocab-activity: high_activity
vocab-trajectory: not_assessed
vocab-status as of: 2026-08-04
vocab-status confidence: low
vocab-status rationale: Low-confidence editorial migration from the legacy category; unrepresented facets remain unassessed.
vocab-evidence assessment: assessment-node:humanoid26:development
vocab-evidence assessment: assessment-node:humanoid26:mapStatus
vocab-claim fingerprint: 85f6107b

Swarms × foundation models
type: DefinedTerm
type: Entity
type: vocab-OpenResearchDirection
description: Research direction: scale foundation-model multi-robot systems to decentralized, online-adaptive and fault-tolerant swarms. Early systems already combine large models with multi-robot coordination; robust embodied scaling remains unresolved.
citation: CRAFT: Coaching Reinforcement Learning Autonomously using Foundation Models for Multi-Robot Coordination Tasks
citation: DeepFleet: Multi-Agent Foundation Models for Mobile Robots
vocab-record type: atlasEntry
vocab-start year: 2026
vocab-end year: 2026
vocab-date label: 2026
vocab-lane: ROBOTICS & EMBODIED AI
vocab-legacy classification: Open direction
vocab-legacy classification code: g
vocab-legacy classification label: Open direction
vocab-kind: open_direction
vocab-significance: not_assessed
vocab-activity: not_assessed
vocab-trajectory: not_assessed
vocab-status as of: 2026-08-04
vocab-status confidence: low
vocab-status rationale: Low-confidence editorial migration from the legacy category; unrepresented facets remain unassessed.
vocab-evidence assessment: assessment-node:gap swarm:development
vocab-evidence assessment: assessment-node:gap swarm:mapStatus
vocab-research question: Can foundation models improve embodied swarms while preserving decentralized execution, scaling to many inexpensive agents, and degrading gracefully under communication, member, sensor, and model failures?
vocab-paper association: paper-link-gap swarm>2509.14380
vocab-paper association: paper-link-gap swarm>2508.08574
vocab-claim fingerprint: 048b70b9
vocab-direction claim state: editorial_hypothesis
vocab-direction as of: 2026-08-04
vocab-direction confidence: medium
vocab-closure criteria: Show increasing team utility across at least three swarm sizes; keep execution decentralized with explicit per-agent compute and bandwidth caps; compare against strong modular decentralized baselines; test packet loss, partitions, Byzantine or faulty members, sensor corruption, and model failure; and transfer to a physical swarm.
vocab-partial result: CRAFT uses language and vision-language foundation models to coach reinforcement learning for multi-robot coordination, and DeepFleet trains multi-agent foundation models on warehouse fleet movement data. RoCo and SMART-LLM coordinate smaller robot teams with language models. These invalidate a claim that the combination is nearly untouched, while leaving scalable online decentralized swarm intelligence and fault tolerance unresolved.
vocab-starter project: Individual: In ARGoS or Crazyswarm2 simulation, compare a local foundation-model coach with a modular decentralized controller across swarm sizes and a fixed packet-loss, sensor-noise, and member-dropout matrix.
vocab-starter project: Small lab: Test six to twelve inexpensive robots under packet loss, partitions, robot dropout, and stale or adversarial guidance; include centralization and communication-budget ablations.
vocab-starter project: Well-funded lab: Run a 50-plus heterogeneous-robot, multi-site study of online shared learning with decentralized execution, predefined graceful-degradation curves, safety supervision, and independent robustness auditing.
vocab-counterexample: CRAFT trains coordinated multi-quadruped navigation and bimanual manipulation policies with foundation-model coaching and reports physical-policy transfer, but it is not a large, cheap, online-adaptive swarm under broad failures.
vocab-counterexample: DeepFleet models warehouse fleets using data from hundreds of thousands of operational robots and robot-centric local graphs, but focuses on prediction and fleet design using proprietary operational data rather than general online swarm control.
vocab-counterexample: RoCoBench and SMART-LLM show language-model planning for small multi-robot teams; scale, decentralization, latency, and graceful degradation remain limited.
vocab-crowdedness: Medium for language-model multi-robot planning; low-medium for decentralized foundation-model swarms with systematic fault tolerance.
vocab-tractability: High in simulation, medium for a small physical fleet, and low for large heterogeneous swarms with convincing safety and robustness.

Asimov's Three Laws
type: DefinedTerm
type: Entity
type: vocab-ResearchDevelopment
description: Fiction framed machine ethics decades before engineering could. Set the cultural frame every real safety debate still argues with.
citation: I, Robot
vocab-record type: atlasEntry
vocab-start year: 1942
vocab-end year: 1942
vocab-date label: 1942
vocab-lane: SAFETY, ALIGNMENT & INTERPRETABILITY
vocab-legacy classification: Foundational
vocab-legacy classification code: f
vocab-legacy classification label: Foundational
vocab-kind: development
vocab-significance: foundational
vocab-activity: not_assessed
vocab-trajectory: not_assessed
vocab-status as of: 2026-08-04
vocab-status confidence: low
vocab-status rationale: Low-confidence editorial migration from the legacy category; unrepresented facets remain unassessed.
vocab-evidence assessment: assessment-node:asimov:development
vocab-evidence assessment: assessment-node:asimov:mapStatus
vocab-landmark work association: work-link-asimov>asimov-i-robot-1950
vocab-claim fingerprint: 6ee7c5cf

Wiener's control warning
type: DefinedTerm
type: Entity
type: vocab-ResearchDevelopment
description: 'If we use, to achieve our purposes, a mechanical agency with whose operation we cannot interfere…' — value misalignment stated plainly, in 1960.
vocab-record type: atlasEntry
vocab-start year: 1960
vocab-end year: 1960
vocab-date label: 1960
vocab-lane: SAFETY, ALIGNMENT & INTERPRETABILITY
vocab-legacy classification: Foundational
vocab-legacy classification code: f
vocab-legacy classification label: Foundational
vocab-kind: development
vocab-significance: foundational
vocab-activity: not_assessed
vocab-trajectory: not_assessed
vocab-status as of: 2026-08-04
vocab-status confidence: low
vocab-status rationale: Low-confidence editorial migration from the legacy category; unrepresented facets remain unassessed.
vocab-evidence assessment: assessment-node:wienerwarn:development
vocab-evidence assessment: assessment-node:wienerwarn:mapStatus
vocab-claim fingerprint: 926b0d42

'Computer Power and Human Reason'
type: DefinedTerm
type: Entity
type: vocab-ResearchDevelopment
description: ELIZA's own creator warned against delegating judgment to machines. AI criticism as a serious intellectual tradition begins here.
vocab-record type: atlasEntry
vocab-start year: 1976
vocab-end year: 1976
vocab-date label: 1976
vocab-lane: SAFETY, ALIGNMENT & INTERPRETABILITY
vocab-legacy classification: Foundational
vocab-legacy classification code: f
vocab-legacy classification label: Foundational
vocab-kind: development
vocab-significance: foundational
vocab-activity: not_assessed
vocab-trajectory: not_assessed
vocab-status as of: 2026-08-04
vocab-status confidence: low
vocab-status rationale: Low-confidence editorial migration from the legacy category; unrepresented facets remain unassessed.
vocab-evidence assessment: assessment-node:weizenbaum:development
vocab-evidence assessment: assessment-node:weizenbaum:mapStatus
vocab-claim fingerprint: 3b9b649f

AIXI — universal intelligence
type: DefinedTerm
type: Entity
type: vocab-ResearchDevelopment
description: Hutter: Solomonoff induction + RL as the optimal agent. Incomputable idealization — a framing device that shaped early alignment theory.
vocab-record type: atlasEntry
vocab-start year: 2000
vocab-end year: 2000
vocab-date label: 2000
vocab-lane: SAFETY, ALIGNMENT & INTERPRETABILITY
vocab-legacy classification: Dormant
vocab-legacy classification code: d
vocab-legacy classification label: Dormant
vocab-kind: development
vocab-significance: not_assessed
vocab-activity: dormant
vocab-trajectory: not_assessed
vocab-status as of: 2026-08-04
vocab-status confidence: low
vocab-status rationale: Low-confidence editorial migration from the legacy category; unrepresented facets remain unassessed.
vocab-evidence assessment: assessment-node:aixi:development
vocab-evidence assessment: assessment-node:aixi:mapStatus
vocab-claim fingerprint: 4b46e671

Agent foundations (MIRI)
type: DefinedTerm
type: Entity
type: vocab-ResearchDevelopment
description: Yudkowsky's decision-theoretic alignment program for hypothetical superintelligences. Largely wound down by 2024 (pivot to advocacy) — a research road that ran out before LLMs arrived.
vocab-record type: atlasEntry
vocab-start year: 2001
vocab-end year: 2001
vocab-date label: 2001
vocab-lane: SAFETY, ALIGNMENT & INTERPRETABILITY
vocab-legacy classification: Dormant
vocab-legacy classification code: d
vocab-legacy classification label: Dormant
vocab-kind: development
vocab-significance: not_assessed
vocab-activity: dormant
vocab-trajectory: not_assessed
vocab-status as of: 2026-08-04
vocab-status confidence: low
vocab-status rationale: Low-confidence editorial migration from the legacy category; unrepresented facets remain unassessed.
vocab-evidence assessment: assessment-node:friendlyai:development
vocab-evidence assessment: assessment-node:friendlyai:mapStatus
vocab-claim fingerprint: 46198135

'Superintelligence' (Bostrom)
type: DefinedTerm
type: Entity
type: vocab-ResearchDevelopment
description: Orthogonality, instrumental convergence, the treacherous turn. Made existential risk respectable in policy and tech circles.
citation: Superintelligence: Paths, Dangers, Strategies
vocab-record type: atlasEntry
vocab-start year: 2014
vocab-end year: 2014
vocab-date label: 2014
vocab-lane: SAFETY, ALIGNMENT & INTERPRETABILITY
vocab-legacy classification: Foundational
vocab-legacy classification code: f
vocab-legacy classification label: Foundational
vocab-kind: development
vocab-significance: foundational
vocab-activity: not_assessed
vocab-trajectory: not_assessed
vocab-status as of: 2026-08-04
vocab-status confidence: low
vocab-status rationale: Low-confidence editorial migration from the legacy category; unrepresented facets remain unassessed.
vocab-evidence assessment: assessment-node:superintbook:development
vocab-evidence assessment: assessment-node:superintbook:mapStatus
vocab-landmark work association: work-link-superintbook>bostrom-superintelligence-2014
vocab-claim fingerprint: 66df60b4

Concrete Problems in AI Safety
type: DefinedTerm
type: Entity
type: vocab-ResearchDevelopment
description: Amodei et al. translated alignment into ML problems: reward hacking, safe exploration, scalable oversight. The field's practical founding paper.
vocab-record type: atlasEntry
vocab-start year: 2016
vocab-end year: 2016
vocab-date label: 2016
vocab-lane: SAFETY, ALIGNMENT & INTERPRETABILITY
vocab-legacy classification: Foundational
vocab-legacy classification code: f
vocab-legacy classification label: Foundational
vocab-kind: development
vocab-significance: foundational
vocab-activity: not_assessed
vocab-trajectory: not_assessed
vocab-status as of: 2026-08-04
vocab-status confidence: low
vocab-status rationale: Low-confidence editorial migration from the legacy category; unrepresented facets remain unassessed.
vocab-evidence assessment: assessment-node:concreteproblems:development
vocab-evidence assessment: assessment-node:concreteproblems:mapStatus
vocab-claim fingerprint: bee2458c

RLHF — learning from preferences
type: DefinedTerm
type: Entity
type: vocab-ResearchDevelopment
description: Training reward models from human comparisons became an important component of instruction-following assistants, alongside supervised fine-tuning, data curation and safety systems; reward-model overoptimization remains a persistent specification risk.
citation: Scaling Laws for Reward Model Overoptimization
citation: Deep Reinforcement Learning from Human Preferences
vocab-record type: atlasEntry
vocab-start year: 2017
vocab-end year: 2017
vocab-date label: 2017
vocab-lane: SAFETY, ALIGNMENT & INTERPRETABILITY
vocab-legacy classification: Foundational
vocab-legacy classification code: f
vocab-legacy classification label: Foundational
vocab-kind: development
vocab-significance: foundational
vocab-activity: not_assessed
vocab-trajectory: not_assessed
vocab-status as of: 2026-08-04
vocab-status confidence: low
vocab-status rationale: Low-confidence editorial migration from the legacy category; unrepresented facets remain unassessed.
vocab-evidence assessment: assessment-node:rlhf:development
vocab-evidence assessment: assessment-node:rlhf:mapStatus
vocab-research tier: integrated
vocab-tag: alignment
vocab-tag: preferences
vocab-tag: reinforcement learning
vocab-research question: How can preference optimization resist reward-model overoptimization and evaluator misspecification?
vocab-paper association: paper-link-rlhf>2210.10760
vocab-paper association: paper-link-rlhf>1706.03741
vocab-claim fingerprint: 54eebdd0

Fairness & bias (FAccT)
type: DefinedTerm
type: Entity
type: vocab-ResearchDevelopment
description: Measuring and mitigating disparate harms — COMPAS, face-recognition audits, dataset documentation. Ethics as an ML subfield, and a political flashpoint.
vocab-record type: atlasEntry
vocab-start year: 2016
vocab-end year: 2016
vocab-date label: 2016
vocab-lane: SAFETY, ALIGNMENT & INTERPRETABILITY
vocab-legacy classification: Active
vocab-legacy classification code: a
vocab-legacy classification label: Active
vocab-kind: development
vocab-significance: not_assessed
vocab-activity: active
vocab-trajectory: not_assessed
vocab-status as of: 2026-08-04
vocab-status confidence: low
vocab-status rationale: Low-confidence editorial migration from the legacy category; unrepresented facets remain unassessed.
vocab-evidence assessment: assessment-node:fairness:development
vocab-evidence assessment: assessment-node:fairness:mapStatus
vocab-claim fingerprint: b3a986c5

Adversarial examples
type: DefinedTerm
type: Entity
type: vocab-ResearchDevelopment
description: Imperceptible perturbations that fool networks. A decade of attack–defense arms race — unsolved, now mostly managed rather than fixed.
vocab-record type: atlasEntry
vocab-start year: 2014
vocab-end year: 2014
vocab-date label: 2014
vocab-lane: SAFETY, ALIGNMENT & INTERPRETABILITY
vocab-legacy classification: Active
vocab-legacy classification code: a
vocab-legacy classification label: Active
vocab-kind: development
vocab-significance: not_assessed
vocab-activity: active
vocab-trajectory: not_assessed
vocab-status as of: 2026-08-04
vocab-status confidence: low
vocab-status rationale: Low-confidence editorial migration from the legacy category; unrepresented facets remain unassessed.
vocab-evidence assessment: assessment-node:advexamples:development
vocab-evidence assessment: assessment-node:advexamples:mapStatus
vocab-claim fingerprint: 883a20db

Early interpretability (saliency→circuits)
type: DefinedTerm
type: Entity
type: vocab-ResearchDevelopment
description: Feature visualization, attribution maps, Olah's circuits program. From pretty pictures toward an actual science of what networks compute.
vocab-record type: atlasEntry
vocab-start year: 2013
vocab-end year: 2020
vocab-date label: 2013-2020
vocab-chronology milestone: Neural saliency and feature visualization 2013-2014
vocab-chronology milestone: Circuits program 2020
vocab-lane: SAFETY, ALIGNMENT & INTERPRETABILITY
vocab-legacy classification: Active
vocab-legacy classification code: a
vocab-legacy classification label: Active
vocab-kind: development
vocab-significance: not_assessed
vocab-activity: active
vocab-trajectory: not_assessed
vocab-status as of: 2026-08-04
vocab-status confidence: low
vocab-status rationale: Low-confidence editorial migration from the legacy category; unrepresented facets remain unassessed.
vocab-evidence assessment: assessment-node:interp:development
vocab-evidence assessment: assessment-node:interp:mapStatus
vocab-claim fingerprint: 86cfdbb5

Debate & amplification (IDA)
type: DefinedTerm
type: Entity
type: vocab-ResearchDevelopment
description: Alignment via argumentative games and recursive oversight. Theory-rich, deployment-poor — folded into today's scalable-oversight research.
vocab-record type: atlasEntry
vocab-start year: 2018
vocab-end year: 2018
vocab-date label: 2018
vocab-lane: SAFETY, ALIGNMENT & INTERPRETABILITY
vocab-legacy classification: Dormant
vocab-legacy classification code: d
vocab-legacy classification label: Dormant
vocab-kind: development
vocab-significance: not_assessed
vocab-activity: dormant
vocab-trajectory: not_assessed
vocab-status as of: 2026-08-04
vocab-status confidence: low
vocab-status rationale: Low-confidence editorial migration from the legacy category; unrepresented facets remain unassessed.
vocab-evidence assessment: assessment-node:debate:development
vocab-evidence assessment: assessment-node:debate:mapStatus
vocab-claim fingerprint: a918abc0

Mechanistic interpretability
type: DefinedTerm
type: Entity
type: vocab-ResearchDevelopment
description: Induction heads, superposition, sparse autoencoders finding millions of features. Reverse-engineering models — with a live debate over whether SAE features are real.
vocab-record type: atlasEntry
vocab-start year: 2022
vocab-end year: 2022
vocab-date label: 2022
vocab-lane: SAFETY, ALIGNMENT & INTERPRETABILITY
vocab-legacy classification: Hot frontier
vocab-legacy classification code: h
vocab-legacy classification label: Hot frontier
vocab-kind: development
vocab-significance: not_assessed
vocab-activity: high_activity
vocab-trajectory: not_assessed
vocab-status as of: 2026-08-04
vocab-status confidence: low
vocab-status rationale: Low-confidence editorial migration from the legacy category; unrepresented facets remain unassessed.
vocab-evidence assessment: assessment-node:mechinterp:development
vocab-evidence assessment: assessment-node:mechinterp:mapStatus
vocab-claim fingerprint: 2d07ec42

Constitutional AI & RLAIF
type: DefinedTerm
type: Entity
type: vocab-ResearchDevelopment
description: Models critique models against written principles — scaling oversight past human labeling. Anthropic's flagship alignment recipe.
citation: Constitutional Classifiers
vocab-record type: atlasEntry
vocab-start year: 2022
vocab-end year: 2022
vocab-date label: 2022
vocab-lane: SAFETY, ALIGNMENT & INTERPRETABILITY
vocab-legacy classification: Active
vocab-legacy classification code: a
vocab-legacy classification label: Active
vocab-kind: development
vocab-significance: not_assessed
vocab-activity: active
vocab-trajectory: not_assessed
vocab-status as of: 2026-08-04
vocab-status confidence: low
vocab-status rationale: Low-confidence editorial migration from the legacy category; unrepresented facets remain unassessed.
vocab-evidence assessment: assessment-node:constitutional:development
vocab-evidence assessment: assessment-node:constitutional:mapStatus
vocab-research tier: integrated
vocab-tag: alignment
vocab-tag: defense
vocab-research question: How robust are constitutional defenses under adaptive attacks and changing tool access?
vocab-paper association: paper-link-constitutional>2501.18837
vocab-claim fingerprint: 85c2aa36

DPO & cheap preference tuning
type: DefinedTerm
type: Entity
type: vocab-ResearchDevelopment
description: Preference alignment without an RL loop. Made alignment tooling commodity — for better (open models) and worse (easy de-alignment).
citation: Direct Preference Optimization: Your Language Model is Secretly a Reward Model
vocab-record type: atlasEntry
vocab-start year: 2023
vocab-end year: 2023
vocab-date label: 2023
vocab-lane: SAFETY, ALIGNMENT & INTERPRETABILITY
vocab-legacy classification: Active
vocab-legacy classification code: a
vocab-legacy classification label: Active
vocab-kind: development
vocab-significance: not_assessed
vocab-activity: active
vocab-trajectory: not_assessed
vocab-status as of: 2026-08-04
vocab-status confidence: low
vocab-status rationale: Low-confidence editorial migration from the legacy category; unrepresented facets remain unassessed.
vocab-evidence assessment: assessment-node:dpo:development
vocab-evidence assessment: assessment-node:dpo:mapStatus
vocab-research tier: integrated
vocab-paper association: paper-link-dpo>2305.18290
vocab-claim fingerprint: c113c7bb

Jailbreaks & prompt injection
type: DefinedTerm
type: Entity
type: vocab-ResearchDevelopment
description: The attack surface of instruction-followers. Prompt injection remains the unsolved core vulnerability of agentic AI — the more tools, the more surface.
citation: Constitutional Classifiers
vocab-record type: atlasEntry
vocab-start year: 2023
vocab-end year: 2023
vocab-date label: 2023
vocab-lane: SAFETY, ALIGNMENT & INTERPRETABILITY
vocab-legacy classification: Active
vocab-legacy classification code: a
vocab-legacy classification label: Active
vocab-kind: development
vocab-significance: not_assessed
vocab-activity: active
vocab-trajectory: not_assessed
vocab-status as of: 2026-08-04
vocab-status confidence: low
vocab-status rationale: Low-confidence editorial migration from the legacy category; unrepresented facets remain unassessed.
vocab-evidence assessment: assessment-node:jailbreaks:development
vocab-evidence assessment: assessment-node:jailbreaks:mapStatus
vocab-research tier: integrated
vocab-tag: security
vocab-tag: agents
vocab-tag: defense
vocab-research question: Can prompt-injection defenses remain useful under adaptive attackers without blocking legitimate tool use?
vocab-paper association: paper-link-jailbreaks>2501.18837
vocab-claim fingerprint: 38c65c86

Superalignment (dissolved)
type: DefinedTerm
type: Entity
type: vocab-ResearchDevelopment
description: OpenAI's 20%-of-compute pledge to align superintelligence — team dissolved within a year amid departures. A very public dropped thread; weak-to-strong work survived it.
vocab-record type: atlasEntry
vocab-start year: 2023
vocab-end year: 2023
vocab-date label: 2023
vocab-lane: SAFETY, ALIGNMENT & INTERPRETABILITY
vocab-legacy classification: Ended / superseded (legacy)
vocab-legacy classification code: x
vocab-legacy classification label: Ended / superseded (legacy)
vocab-kind: development
vocab-significance: not_assessed
vocab-activity: not_assessed
vocab-trajectory: ambiguous_ended_or_superseded
vocab-status as of: 2026-08-04
vocab-status confidence: low
vocab-status rationale: Low-confidence editorial migration from the legacy category; unrepresented facets remain unassessed.
vocab-evidence assessment: assessment-node:superalign:development
vocab-evidence assessment: assessment-node:superalign:mapStatus
vocab-claim fingerprint: 5d92fed6

Scalable oversight & weak-to-strong
type: DefinedTerm
type: Entity
type: vocab-ResearchDevelopment
description: Can weaker judges reliably train stronger models? The successor question once human feedback saturates — alignment's next hard problem.
citation: Let's Verify Step by Step
vocab-record type: atlasEntry
vocab-start year: 2023
vocab-end year: 2023
vocab-date label: 2023
vocab-lane: SAFETY, ALIGNMENT & INTERPRETABILITY
vocab-legacy classification: Active
vocab-legacy classification code: a
vocab-legacy classification label: Active
vocab-kind: development
vocab-significance: not_assessed
vocab-activity: active
vocab-trajectory: not_assessed
vocab-status as of: 2026-08-04
vocab-status confidence: low
vocab-status rationale: Low-confidence editorial migration from the legacy category; unrepresented facets remain unassessed.
vocab-evidence assessment: assessment-node:w2s:development
vocab-evidence assessment: assessment-node:w2s:mapStatus
vocab-research tier: integrated
vocab-tag: alignment
vocab-tag: oversight
vocab-tag: evaluation
vocab-research question: What feedback remains trustworthy when the model is more capable than its evaluator?
vocab-paper association: paper-link-w2s>2305.20050
vocab-claim fingerprint: ae65985d

Evals & red-teaming discipline
type: DefinedTerm
type: Entity
type: vocab-ResearchDevelopment
description: METR, AISIs, dangerous-capability evals, model cards. Measuring what models can do became its own research field — and the science is young.
citation: Model Cards for Model Reporting
citation: Datasheets for Datasets
citation: Evaluating Frontier Models for Dangerous Capabilities
vocab-record type: atlasEntry
vocab-start year: 2023
vocab-end year: 2023
vocab-date label: 2023
vocab-lane: SAFETY, ALIGNMENT & INTERPRETABILITY
vocab-legacy classification: Hot frontier
vocab-legacy classification code: h
vocab-legacy classification label: Hot frontier
vocab-kind: development
vocab-significance: not_assessed
vocab-activity: high_activity
vocab-trajectory: not_assessed
vocab-status as of: 2026-08-04
vocab-status confidence: low
vocab-status rationale: Low-confidence editorial migration from the legacy category; unrepresented facets remain unassessed.
vocab-evidence assessment: assessment-node:evals:development
vocab-evidence assessment: assessment-node:evals:mapStatus
vocab-research tier: integrated
vocab-tag: evaluation
vocab-tag: safety
vocab-tag: governance
vocab-research question: Which evaluations predict costly real-world behavior rather than benchmark-specific competence?
vocab-paper association: paper-link-evals>1810.03993
vocab-paper association: paper-link-evals>1803.09010
vocab-paper association: paper-link-evals>2403.13793
vocab-claim fingerprint: 59d622be

Governance era (EU AI Act, AISIs)
type: DefinedTerm
type: Entity
type: vocab-ResearchDevelopment
description: Law arrives: compute thresholds, transparency duties, incident reporting, safety institutes. Research and regulation now co-evolve.
vocab-record type: atlasEntry
vocab-start year: 2023
vocab-end year: 2023
vocab-date label: 2023
vocab-lane: SAFETY, ALIGNMENT & INTERPRETABILITY
vocab-legacy classification: Active
vocab-legacy classification code: a
vocab-legacy classification label: Active
vocab-kind: development
vocab-significance: not_assessed
vocab-activity: active
vocab-trajectory: not_assessed
vocab-status as of: 2026-08-04
vocab-status confidence: low
vocab-status rationale: Low-confidence editorial migration from the legacy category; unrepresented facets remain unassessed.
vocab-evidence assessment: assessment-node:govern:development
vocab-evidence assessment: assessment-node:govern:mapStatus
vocab-claim fingerprint: e5ad8359

Guaranteed-safe AI
type: DefinedTerm
type: Entity
type: vocab-ResearchDevelopment
description: Formal world-models and proof-carrying AI (Tegmark–Russell program). Aspiration far ahead of tooling — a program waiting for its methods.
vocab-record type: atlasEntry
vocab-start year: 2023
vocab-end year: 2023
vocab-date label: 2023
vocab-lane: SAFETY, ALIGNMENT & INTERPRETABILITY
vocab-legacy classification: Dormant
vocab-legacy classification code: d
vocab-legacy classification label: Dormant
vocab-kind: development
vocab-significance: not_assessed
vocab-activity: dormant
vocab-trajectory: not_assessed
vocab-status as of: 2026-08-04
vocab-status confidence: low
vocab-status rationale: Low-confidence editorial migration from the legacy category; unrepresented facets remain unassessed.
vocab-evidence assessment: assessment-node:provablysafe:development
vocab-evidence assessment: assessment-node:provablysafe:mapStatus
vocab-claim fingerprint: 7baabdec

Reliable interpretability-based control
type: DefinedTerm
type: Entity
type: vocab-OpenResearchDirection
description: Model editing and activation steering can change local facts and behaviors. Still missing: scalable, predictable interventions grounded in causal understanding, with robust generalization and meaningful guarantees.
citation: AxBench: Steering LLMs? Even Simple Baselines Outperform Sparse Autoencoders
citation: Does Localization Inform Editing? Surprising Differences in Causality-Based Localization vs. Knowledge Editing in Language Models
citation: Locating and Editing Factual Associations in GPT
citation: Steering Language Models With Activation Engineering
vocab-record type: atlasEntry
vocab-start year: 2026
vocab-end year: 2026
vocab-date label: 2026
vocab-lane: SAFETY, ALIGNMENT & INTERPRETABILITY
vocab-legacy classification: Open direction
vocab-legacy classification code: g
vocab-legacy classification label: Open direction
vocab-kind: open_direction
vocab-significance: not_assessed
vocab-activity: not_assessed
vocab-trajectory: not_assessed
vocab-status as of: 2026-08-04
vocab-status confidence: low
vocab-status rationale: Low-confidence editorial migration from the legacy category; unrepresented facets remain unassessed.
vocab-evidence assessment: assessment-node:gap interp:development
vocab-evidence assessment: assessment-node:gap interp:mapStatus
vocab-research tier: integrated
vocab-tag: open direction
vocab-tag: interpretability
vocab-tag: control
vocab-research question: Can interpretability methods support ex ante predictions of durable model-control interventions, including composition, persistence, and bounded side effects across models and tasks?
vocab-research question: Which causal abstractions support interventions that stay reliable across prompts, tasks and model updates?
vocab-paper association: paper-link-gap interp>2501.17148
vocab-paper association: paper-link-gap interp>2301.04213
vocab-paper association: paper-link-gap interp>2202.05262
vocab-paper association: paper-link-gap interp>2308.10248
vocab-claim fingerprint: 3cfc8485
vocab-direction claim state: editorial_hypothesis
vocab-direction as of: 2026-08-04
vocab-direction confidence: high
vocab-closure criteria: Before applying each intervention, predict its target effect, collateral effects, interactions with other interventions, and persistence after additional training or context shifts; beat non-mechanistic baselines across multiple model families and seeds; and reproduce the prediction-to-control mapping independently.
vocab-partial result: Activation steering, representation engineering, sparse autoencoders, causal tracing, and model editing can alter behavior. AxBench finds simple prompting and fine-tuning baselines often beat sparse-autoencoder steering, while localization-versus-editing studies show that causal localization does not reliably identify the best place to edit. Early 2026 work predicts some steering side effects, but results remain method-, dictionary-, and model-dependent.
vocab-starter project: Individual: On two open small models, use AxBench and CounterFact to predict target and collateral changes before each intervention, then publish calibration curves and all failed predictions.
vocab-starter project: Small lab: Build a cross-model, cross-seed challenge spanning prompting, fine-tuning, steering, sparse autoencoders, and editing, with tests of intervention composition and persistence after additional training.
vocab-starter project: Well-funded lab: Run a blinded, preregistered intervention tournament across model families in which one team predicts effects, another executes interventions, and an independent group evaluates hidden targets and side effects.
vocab-counterexample: AxBench provides a broad steering benchmark and finds prompting strongest overall, supervised fine-tuning next, and sparse autoencoders often uncompetitive; it is evidence both of controllability and of weak mechanistic advantage.
vocab-counterexample: Causal localization can identify behaviorally relevant components, yet the localization-versus-editing study finds it does not consistently predict the most effective edit layer.
vocab-counterexample: Recent work predicts some sparse-autoencoder steering side effects before intervention, but generalization varies across models, dictionaries, and target concepts.
vocab-crowdedness: High; mechanistic interpretability and steering are crowded, but preregistered prediction-to-control and independent replication are less common.
vocab-tractability: High for bounded falsification studies, medium for cross-model predictive rules, and low for durable general guarantees.

Provable agent boundaries
type: DefinedTerm
type: Entity
type: vocab-OpenResearchDirection
description: Research direction: develop testable containment, permission and corrigibility guarantees for tool-using agents under realistic interfaces and adversarial conditions.
citation: AI Control: Improving Safety Despite Intentional Subversion
citation: AgentDojo: A Dynamic Environment to Evaluate Prompt Injection Attacks and Defenses for LLM Agents
vocab-record type: atlasEntry
vocab-start year: 2026
vocab-end year: 2026
vocab-date label: 2026
vocab-lane: SAFETY, ALIGNMENT & INTERPRETABILITY
vocab-legacy classification: Open direction
vocab-legacy classification code: g
vocab-legacy classification label: Open direction
vocab-kind: open_direction
vocab-significance: not_assessed
vocab-activity: not_assessed
vocab-trajectory: not_assessed
vocab-status as of: 2026-08-04
vocab-status confidence: low
vocab-status rationale: Low-confidence editorial migration from the legacy category; unrepresented facets remain unassessed.
vocab-evidence assessment: assessment-node:gap agents:development
vocab-evidence assessment: assessment-node:gap agents:mapStatus
vocab-research question: Can enforceable least-privilege and containment policies for adaptive tool-using agents survive realistic prompt injection, delegation, persistence, privilege escalation, and sandbox-escape attacks?
vocab-paper association: paper-link-gap agents>2312.06942
vocab-paper association: paper-link-gap agents>2406.13352
vocab-claim fingerprint: d79af32a
vocab-direction claim state: editorial_hypothesis
vocab-direction as of: 2026-08-04
vocab-direction confidence: high
vocab-closure criteria: Specify the policy and threat model formally; enforce it below the model layer; test benign utility and adaptive attacks across real tool classes, delegation, memory, restart, identity, network, and code execution; show bounded failure probability under repeated trials; and obtain an independent penetration test.
vocab-partial result: AI Control shows that monitoring and protocol design can improve safety even when an untrusted model intentionally subverts a coding task. AgentDojo and Agent Security Bench provide realistic tool-agent prompt-injection and security suites, while SandboxEscapeBench tests container-escape capability. These are substantial defenses and measurements, but none establishes general containment under an adaptive real-tool threat model.
vocab-starter project: Individual: Add a deny-by-default, provenance-aware least-privilege wrapper to AgentDojo and compare it with prompt-only defenses on both benign utility and adaptive indirect prompt injection.
vocab-starter project: Small lab: Combine AgentDojo, Agent Security Bench, and sandbox-escape tasks in gVisor or Firecracker; red-team delegation, memory, restart, exfiltration, and privilege transitions across four model families.
vocab-starter project: Well-funded lab: Build an isolated replica of a real enterprise tool environment with formal identity, network, filesystem, and approval policies; commission independent model red teaming and a conventional penetration test.
vocab-counterexample: AI Control demonstrates that trusted monitoring, auditing, and protocol design improve outcomes against an intentionally subversive untrusted coding model, within a bounded backdoor-insertion setting.
vocab-counterexample: AgentDojo contains 97 benign tasks and 629 security test cases across four tool domains; tested agents and defenses still trade off utility and security.
vocab-counterexample: Agent Security Bench spans ten scenarios, more than 400 tools, and roughly 90,000 tests, while SandboxEscapeBench adds realistic container-escape tasks; neither alone proves containment.
vocab-crowdedness: High for empirical agent security and prompt injection; lower for formal, below-model enforcement tested against adaptive end-to-end attacks.
vocab-tractability: High for benchmark and least-privilege improvements, medium for robust production patterns, and very low for broad formal containment guarantees.

Moore's law
type: DefinedTerm
type: Entity
type: vocab-ResearchDevelopment
description: Transistor counts double every ~2 years. The metronome under every AI wave — and every winter's eventual thaw.
vocab-record type: atlasEntry
vocab-start year: 1965
vocab-end year: 1965
vocab-date label: 1965
vocab-lane: COMPUTE, SYSTEMS & DATA
vocab-legacy classification: Foundational
vocab-legacy classification code: f
vocab-legacy classification label: Foundational
vocab-kind: development
vocab-significance: foundational
vocab-activity: not_assessed
vocab-trajectory: not_assessed
vocab-status as of: 2026-08-04
vocab-status confidence: low
vocab-status rationale: Low-confidence editorial migration from the legacy category; unrepresented facets remain unassessed.
vocab-evidence assessment: assessment-node:moore:development
vocab-evidence assessment: assessment-node:moore:mapStatus
vocab-claim fingerprint: 175adc73

The web as dataset
type: DefinedTerm
type: Entity
type: vocab-ResearchDevelopment
description: Crawls, Wikipedia, forums, Common Crawl. Humanity accidentally wrote its own training corpus.
vocab-record type: atlasEntry
vocab-start year: 1998
vocab-end year: 1998
vocab-date label: 1998
vocab-lane: COMPUTE, SYSTEMS & DATA
vocab-legacy classification: Foundational
vocab-legacy classification code: f
vocab-legacy classification label: Foundational
vocab-kind: development
vocab-significance: foundational
vocab-activity: not_assessed
vocab-trajectory: not_assessed
vocab-status as of: 2026-08-04
vocab-status confidence: low
vocab-status rationale: Low-confidence editorial migration from the legacy category; unrepresented facets remain unassessed.
vocab-evidence assessment: assessment-node:internetdata:development
vocab-evidence assessment: assessment-node:internetdata:mapStatus
vocab-claim fingerprint: 0bbd4126

Crowd labeling (MTurk)
type: DefinedTerm
type: Entity
type: vocab-ResearchDevelopment
description: Human annotation at industrial scale — made ImageNet possible, and prefigured today's RLHF data industry.
vocab-record type: atlasEntry
vocab-start year: 2005
vocab-end year: 2005
vocab-date label: 2005
vocab-lane: COMPUTE, SYSTEMS & DATA
vocab-legacy classification: Foundational
vocab-legacy classification code: f
vocab-legacy classification label: Foundational
vocab-kind: development
vocab-significance: foundational
vocab-activity: not_assessed
vocab-trajectory: not_assessed
vocab-status as of: 2026-08-04
vocab-status confidence: low
vocab-status rationale: Low-confidence editorial migration from the legacy category; unrepresented facets remain unassessed.
vocab-evidence assessment: assessment-node:mturk:development
vocab-evidence assessment: assessment-node:mturk:mapStatus
vocab-claim fingerprint: 5fcec760

GPGPU / CUDA
type: DefinedTerm
type: Entity
type: vocab-ResearchDevelopment
description: Graphics chips repurposed for general math. The hardware accident on which the entire deep-learning era balances.
vocab-record type: atlasEntry
vocab-start year: 2007
vocab-end year: 2007
vocab-date label: 2007
vocab-lane: COMPUTE, SYSTEMS & DATA
vocab-legacy classification: Foundational
vocab-legacy classification code: f
vocab-legacy classification label: Foundational
vocab-kind: development
vocab-significance: foundational
vocab-activity: not_assessed
vocab-trajectory: not_assessed
vocab-status as of: 2026-08-04
vocab-status confidence: low
vocab-status rationale: Low-confidence editorial migration from the legacy category; unrepresented facets remain unassessed.
vocab-evidence assessment: assessment-node:gpgpu:development
vocab-evidence assessment: assessment-node:gpgpu:mapStatus
vocab-claim fingerprint: 750e1e0a

Autodiff frameworks
type: DefinedTerm
type: Entity
type: vocab-ResearchDevelopment
description: Theano→TensorFlow→PyTorch: differentiable programming for everyone. Research velocity ×10; the field's shared workbench.
vocab-record type: atlasEntry
vocab-start year: 2015
vocab-end year: 2015
vocab-date label: 2015
vocab-lane: COMPUTE, SYSTEMS & DATA
vocab-legacy classification: Foundational
vocab-legacy classification code: f
vocab-legacy classification label: Foundational
vocab-kind: development
vocab-significance: foundational
vocab-activity: not_assessed
vocab-trajectory: not_assessed
vocab-status as of: 2026-08-04
vocab-status confidence: low
vocab-status rationale: Low-confidence editorial migration from the legacy category; unrepresented facets remain unassessed.
vocab-evidence assessment: assessment-node:frameworks:development
vocab-evidence assessment: assessment-node:frameworks:mapStatus
vocab-claim fingerprint: 87190e8b

AI accelerators (TPU→Ironwood)
type: DefinedTerm
type: Entity
type: vocab-ResearchDevelopment
description: Silicon co-designed for tensors; NVIDIA's datacenter empire and its challengers. Compute as the strategic resource of the era.
vocab-record type: atlasEntry
vocab-start year: 2016
vocab-end year: 2025
vocab-date label: 2016-2025
vocab-lane: COMPUTE, SYSTEMS & DATA
vocab-legacy classification: Foundational
vocab-legacy classification code: f
vocab-legacy classification label: Foundational
vocab-kind: development
vocab-significance: foundational
vocab-activity: not_assessed
vocab-trajectory: not_assessed
vocab-status as of: 2026-08-04
vocab-status confidence: low
vocab-status rationale: Low-confidence editorial migration from the legacy category; unrepresented facets remain unassessed.
vocab-evidence assessment: assessment-node:tpu:development
vocab-evidence assessment: assessment-node:tpu:mapStatus
vocab-claim fingerprint: 7dea9666

Model hubs (Hugging Face)
type: DefinedTerm
type: Entity
type: vocab-ResearchDevelopment
description: Weights as a commons. The GitHub of ML — distribution infrastructure that made 'open-weight ecosystem' a real thing.
vocab-record type: atlasEntry
vocab-start year: 2019
vocab-end year: 2019
vocab-date label: 2019
vocab-lane: COMPUTE, SYSTEMS & DATA
vocab-legacy classification: Foundational
vocab-legacy classification code: f
vocab-legacy classification label: Foundational
vocab-kind: development
vocab-significance: foundational
vocab-activity: not_assessed
vocab-trajectory: not_assessed
vocab-status as of: 2026-08-04
vocab-status confidence: low
vocab-status rationale: Low-confidence editorial migration from the legacy category; unrepresented facets remain unassessed.
vocab-evidence assessment: assessment-node:hf:development
vocab-evidence assessment: assessment-node:hf:mapStatus
vocab-claim fingerprint: acea3466

Distributed training
type: DefinedTerm
type: Entity
type: vocab-ResearchDevelopment
description: Data/model/pipeline parallelism (Megatron, ZeRO): choreography for ten thousand GPUs. Scaling laws made physical.
vocab-record type: atlasEntry
vocab-start year: 2018
vocab-end year: 2018
vocab-date label: 2018
vocab-lane: COMPUTE, SYSTEMS & DATA
vocab-legacy classification: Foundational
vocab-legacy classification code: f
vocab-legacy classification label: Foundational
vocab-kind: development
vocab-significance: foundational
vocab-activity: not_assessed
vocab-trajectory: not_assessed
vocab-status as of: 2026-08-04
vocab-status confidence: low
vocab-status rationale: Low-confidence editorial migration from the legacy category; unrepresented facets remain unassessed.
vocab-evidence assessment: assessment-node:distributed:development
vocab-evidence assessment: assessment-node:distributed:mapStatus
vocab-claim fingerprint: 3b31e4ba

Compute concentration
type: DefinedTerm
type: Entity
type: vocab-ResearchDevelopment
description: $100M+ training runs put frontier science behind capital walls. Academia's role crisis — and the open-weight movement's raison d'être.
vocab-record type: atlasEntry
vocab-start year: 2022
vocab-end year: 2022
vocab-date label: 2022
vocab-lane: COMPUTE, SYSTEMS & DATA
vocab-legacy classification: Active
vocab-legacy classification code: a
vocab-legacy classification label: Active
vocab-kind: development
vocab-significance: not_assessed
vocab-activity: active
vocab-trajectory: not_assessed
vocab-status as of: 2026-08-04
vocab-status confidence: low
vocab-status rationale: Low-confidence editorial migration from the legacy category; unrepresented facets remain unassessed.
vocab-evidence assessment: assessment-node:computegap:development
vocab-evidence assessment: assessment-node:computegap:mapStatus
vocab-claim fingerprint: cf88cf9c

Benchmark saturation & contamination
type: DefinedTerm
type: Entity
type: vocab-ResearchDevelopment
description: MMLU→HLE: tests dissolve on contact with web-scale training. Measuring minds is now a bottleneck science.
vocab-record type: atlasEntry
vocab-start year: 2023
vocab-end year: 2023
vocab-date label: 2023
vocab-lane: COMPUTE, SYSTEMS & DATA
vocab-legacy classification: Active
vocab-legacy classification code: a
vocab-legacy classification label: Active
vocab-kind: development
vocab-significance: not_assessed
vocab-activity: active
vocab-trajectory: not_assessed
vocab-status as of: 2026-08-04
vocab-status confidence: low
vocab-status rationale: Low-confidence editorial migration from the legacy category; unrepresented facets remain unassessed.
vocab-evidence assessment: assessment-node:benchmarkcrisis:development
vocab-evidence assessment: assessment-node:benchmarkcrisis:mapStatus
vocab-claim fingerprint: 6321a1b9

Data walls & licensing fights
type: DefinedTerm
type: Entity
type: vocab-ResearchDevelopment
description: Lawsuits, robots.txt revolts, licensing deals, synthetic-data pivots. The free-data era that built the field is over.
vocab-record type: atlasEntry
vocab-start year: 2024
vocab-end year: 2024
vocab-date label: 2024
vocab-lane: COMPUTE, SYSTEMS & DATA
vocab-legacy classification: Active
vocab-legacy classification code: a
vocab-legacy classification label: Active
vocab-kind: development
vocab-significance: not_assessed
vocab-activity: active
vocab-trajectory: not_assessed
vocab-status as of: 2026-08-04
vocab-status confidence: low
vocab-status rationale: Low-confidence editorial migration from the legacy category; unrepresented facets remain unassessed.
vocab-evidence assessment: assessment-node:datawalls:development
vocab-evidence assessment: assessment-node:datawalls:mapStatus
vocab-claim fingerprint: 5621eb0f

Agent infrastructure (MCP)
type: DefinedTerm
type: Entity
type: vocab-ResearchDevelopment
description: Standardized model-tool-data plumbing and orchestration. The 'HTTP moment' for agents, possibly — the plumbing decides what agents can safely do.
vocab-record type: atlasEntry
vocab-start year: 2024
vocab-end year: 2024
vocab-date label: 2024
vocab-lane: COMPUTE, SYSTEMS & DATA
vocab-legacy classification: Hot frontier
vocab-legacy classification code: h
vocab-legacy classification label: Hot frontier
vocab-kind: development
vocab-significance: not_assessed
vocab-activity: high_activity
vocab-trajectory: not_assessed
vocab-status as of: 2026-08-04
vocab-status confidence: low
vocab-status rationale: Low-confidence editorial migration from the legacy category; unrepresented facets remain unassessed.
vocab-evidence assessment: assessment-node:mcp:development
vocab-evidence assessment: assessment-node:mcp:mapStatus
vocab-claim fingerprint: da91442a

Inference economics
type: DefinedTerm
type: Entity
type: vocab-ResearchDevelopment
description: Serving, caching, routing, token pricing: the cost curve that decides what actually deploys. Where systems research meets business model.
vocab-record type: atlasEntry
vocab-start year: 2024
vocab-end year: 2024
vocab-date label: 2024
vocab-lane: COMPUTE, SYSTEMS & DATA
vocab-legacy classification: Hot frontier
vocab-legacy classification code: h
vocab-legacy classification label: Hot frontier
vocab-kind: development
vocab-significance: not_assessed
vocab-activity: high_activity
vocab-trajectory: not_assessed
vocab-status as of: 2026-08-04
vocab-status confidence: low
vocab-status rationale: Low-confidence editorial migration from the legacy category; unrepresented facets remain unassessed.
vocab-evidence assessment: assessment-node:inferecon:development
vocab-evidence assessment: assessment-node:inferecon:mapStatus
vocab-claim fingerprint: 1af12b8b

Energy & datacenter buildout
type: DefinedTerm
type: Entity
type: vocab-ResearchDevelopment
description: Gigawatt campuses, nuclear PPAs, grid politics. AI's growth curve collided with physical infrastructure — the binding constraint after chips.
vocab-record type: atlasEntry
vocab-start year: 2024
vocab-end year: 2024
vocab-date label: 2024
vocab-lane: COMPUTE, SYSTEMS & DATA
vocab-legacy classification: Active
vocab-legacy classification code: a
vocab-legacy classification label: Active
vocab-kind: development
vocab-significance: not_assessed
vocab-activity: active
vocab-trajectory: not_assessed
vocab-status as of: 2026-08-04
vocab-status confidence: low
vocab-status rationale: Low-confidence editorial migration from the legacy category; unrepresented facets remain unassessed.
vocab-evidence assessment: assessment-node:energy:development
vocab-evidence assessment: assessment-node:energy:mapStatus
vocab-claim fingerprint: 5cbe0fb1

AI designs chips (AlphaChip)
type: DefinedTerm
type: Entity
type: vocab-ResearchDevelopment
description: RL placement shipping in production TPUs. The ouroboros: AI improving the hardware that trains AI.
vocab-record type: atlasEntry
vocab-start year: 2021
vocab-end year: 2021
vocab-date label: 2021
vocab-lane: COMPUTE, SYSTEMS & DATA
vocab-legacy classification: Active
vocab-legacy classification code: a
vocab-legacy classification label: Active
vocab-kind: development
vocab-significance: not_assessed
vocab-activity: active
vocab-trajectory: not_assessed
vocab-status as of: 2026-08-04
vocab-status confidence: low
vocab-status rationale: Low-confidence editorial migration from the legacy category; unrepresented facets remain unassessed.
vocab-evidence assessment: assessment-node:alphachip:development
vocab-evidence assessment: assessment-node:alphachip:mapStatus
vocab-claim fingerprint: 94650b74

Post-data-wall learning
type: DefinedTerm
type: Entity
type: vocab-OpenResearchDirection
description: Research direction: sustain capability improvement under a constrained or synthetic-only data supply while preventing collapse, contamination and diversity loss. Collapse is not inevitable when real-data anchors or external diversity controls remain; the stricter synthetic-only capability ratchet remains unresolved.
citation: The Curse of Recursion: Training on Generated Data Makes Models Forget
citation: Is Model Collapse Inevitable? Breaking the Curse of Recursion by Accumulating Real and Synthetic Data
vocab-record type: atlasEntry
vocab-start year: 2026
vocab-end year: 2026
vocab-date label: 2026
vocab-lane: COMPUTE, SYSTEMS & DATA
vocab-legacy classification: Open direction
vocab-legacy classification code: g
vocab-legacy classification label: Open direction
vocab-kind: open_direction
vocab-significance: not_assessed
vocab-activity: not_assessed
vocab-trajectory: not_assessed
vocab-status as of: 2026-08-04
vocab-status confidence: low
vocab-status rationale: Low-confidence editorial migration from the legacy category; unrepresented facets remain unassessed.
vocab-evidence assessment: assessment-node:gap data:development
vocab-evidence assessment: assessment-node:gap data:mapStatus
vocab-research question: Can repeated generations of synthetic or self-generated experience preserve or improve held-out capability and diversity without fresh human data, contamination, or a hidden stronger teacher?
vocab-paper association: paper-link-gap data>2305.17493
vocab-paper association: paper-link-gap data>2404.01413
vocab-claim fingerprint: 0370d4ff
vocab-direction claim state: editorial_hypothesis
vocab-direction as of: 2026-08-04
vocab-direction confidence: medium
vocab-closure criteria: Run multiple recursive generations with immutable held-out human evaluations and provenance; measure average quality, tail coverage, diversity, calibration, memorization, and contamination each round; forbid fresh human data and undisclosed stronger-teacher labels after initialization; compare replacement, accumulation, curation, multi-teacher, and self-training regimes; and reproduce independently.
vocab-partial result: Recursive replacement with generated data can erase distribution tails and cause model collapse. Accumulating synthetic data with the original real distribution can avoid collapse in several modalities, and diverse or pluralistic curation can stabilize bounded regimes. These are genuine counterexamples to inevitability, but they retain real-data anchors, external rewards, multiple teachers, or bounded tasks and do not yet show a sustained synthetic-only capability ratchet.
vocab-starter project: Individual: Train a 100M-1B model for 10-20 recursive rounds under replacement, accumulation, and diversity-curation conditions using one cryptographically frozen human holdout and complete data lineage.
vocab-starter project: Small lab: Run a 1B-8B text or multimodal study for 10-30 rounds, auditing contamination, rare-skill retention, diversity, calibration, and teacher dependence with external evaluators fixed before training.
vocab-starter project: Well-funded lab: Run a 70B-scale, 30-generation multi-teacher experiment with no fresh human data after initialization, immutable external evaluation, explicit teacher-capability accounting, and an independent provenance and contamination audit.
vocab-counterexample: The Curse of Recursion demonstrates progressive loss of distribution tails when generated data replace real data across language and generative-model settings.
vocab-counterexample: Is Model Collapse Inevitable? shows that accumulating synthetic data alongside the original real data avoids collapse in language, molecular, and image experiments; this does not satisfy a no-fresh-anchor synthetic-only loop.
vocab-counterexample: Recent curated, diverse-teacher, and pluralistic-reward systems can delay or prevent collapse in bounded settings, but depend on external selection signals, anchored data, or stronger and diverse teachers.
vocab-crowdedness: High; synthetic data, self-training, and model collapse are active topics, but deeply controlled multi-generation studies remain expensive and less common.
vocab-tractability: High for causal small-model studies, medium for 1B-8B replication, and low for frontier-scale conclusions.

AlphaFold 2
type: DefinedTerm
type: Entity
type: vocab-ResearchDevelopment
description: AlphaFold 2 achieved near-experimental accuracy on many CASP14 protein-structure targets, and the AlphaFold Database expanded access to more than 200 million predictions. It is a major AI-for-science result, not a universal solution to structural biology.
citation: Highly Accurate Protein Structure Prediction with AlphaFold
vocab-record type: atlasEntry
vocab-start year: 2020
vocab-end year: 2020
vocab-date label: 2020
vocab-lane: AI FOR SCIENCE & APPLICATIONS
vocab-legacy classification: Foundational
vocab-legacy classification code: f
vocab-legacy classification label: Foundational
vocab-kind: development
vocab-significance: foundational
vocab-activity: not_assessed
vocab-trajectory: not_assessed
vocab-status as of: 2026-08-04
vocab-status confidence: low
vocab-status rationale: Low-confidence editorial migration from the legacy category; unrepresented facets remain unassessed.
vocab-evidence assessment: assessment-node:alphafold:development
vocab-evidence assessment: assessment-node:alphafold:mapStatus
vocab-landmark work association: work-link-alphafold>jumper-alphafold2-2021
vocab-claim fingerprint: 39885a7b

Protein LMs & generative design
type: DefinedTerm
type: Entity
type: vocab-ResearchDevelopment
description: ESM language models and RFdiffusion: read protein space like text, then write new proteins into it. Design, not just prediction.
vocab-record type: atlasEntry
vocab-start year: 2022
vocab-end year: 2022
vocab-date label: 2022
vocab-lane: AI FOR SCIENCE & APPLICATIONS
vocab-legacy classification: Active
vocab-legacy classification code: a
vocab-legacy classification label: Active
vocab-kind: development
vocab-significance: not_assessed
vocab-activity: active
vocab-trajectory: not_assessed
vocab-status as of: 2026-08-04
vocab-status confidence: low
vocab-status rationale: Low-confidence editorial migration from the legacy category; unrepresented facets remain unassessed.
vocab-evidence assessment: assessment-node:proteinlm:development
vocab-evidence assessment: assessment-node:proteinlm:mapStatus
vocab-claim fingerprint: 4af6b38f

AlphaFold 3 & interactions
type: DefinedTerm
type: Entity
type: vocab-ResearchDevelopment
description: Complexes, DNA/RNA, ligands via diffusion. Drug-discovery pipelines re-tooled around learned structure.
vocab-record type: atlasEntry
vocab-start year: 2024
vocab-end year: 2024
vocab-date label: 2024
vocab-lane: AI FOR SCIENCE & APPLICATIONS
vocab-legacy classification: Active
vocab-legacy classification code: a
vocab-legacy classification label: Active
vocab-kind: development
vocab-significance: not_assessed
vocab-activity: active
vocab-trajectory: not_assessed
vocab-status as of: 2026-08-04
vocab-status confidence: low
vocab-status rationale: Low-confidence editorial migration from the legacy category; unrepresented facets remain unassessed.
vocab-evidence assessment: assessment-node:alphafold3:development
vocab-evidence assessment: assessment-node:alphafold3:mapStatus
vocab-claim fingerprint: 762da3f5

AI weather (GraphCast→GenCast)
type: DefinedTerm
type: Entity
type: vocab-ResearchDevelopment
description: Learned weather models such as GraphCast and GenCast reported strong benchmark performance and much lower inference cost than numerical forecasting systems on selected tasks. Operational adoption is growing, while physics-based models remain essential.
vocab-record type: atlasEntry
vocab-start year: 2022
vocab-end year: 2025
vocab-date label: 2022-2025
vocab-chronology milestone: GraphCast preprint 2022
vocab-chronology milestone: GenCast 2024
vocab-chronology milestone: Operational learned forecasting expansion 2025
vocab-lane: AI FOR SCIENCE & APPLICATIONS
vocab-legacy classification: Foundational
vocab-legacy classification code: f
vocab-legacy classification label: Foundational
vocab-kind: development
vocab-significance: foundational
vocab-activity: not_assessed
vocab-trajectory: not_assessed
vocab-status as of: 2026-08-04
vocab-status confidence: low
vocab-status rationale: Low-confidence editorial migration from the legacy category; unrepresented facets remain unassessed.
vocab-evidence assessment: assessment-node:weather:development
vocab-evidence assessment: assessment-node:weather:mapStatus
vocab-claim fingerprint: cd7c4eac

Materials discovery (GNoME)
type: DefinedTerm
type: Entity
type: vocab-ResearchDevelopment
description: 2.2M predicted crystals, autonomous labs synthesizing candidates — with a live replication debate about how many are truly new. Promise and friction together.
citation: MatterGen: a generative model for inorganic materials design
vocab-record type: atlasEntry
vocab-start year: 2023
vocab-end year: 2023
vocab-date label: 2023
vocab-lane: AI FOR SCIENCE & APPLICATIONS
vocab-legacy classification: Active
vocab-legacy classification code: a
vocab-legacy classification label: Active
vocab-kind: development
vocab-significance: not_assessed
vocab-activity: active
vocab-trajectory: not_assessed
vocab-status as of: 2026-08-04
vocab-status confidence: low
vocab-status rationale: Low-confidence editorial migration from the legacy category; unrepresented facets remain unassessed.
vocab-evidence assessment: assessment-node:materials:development
vocab-evidence assessment: assessment-node:materials:mapStatus
vocab-research tier: integrated
vocab-tag: science
vocab-tag: materials
vocab-tag: generative models
vocab-research question: How should predicted novelty and synthesizability be independently validated before claiming discovery?
vocab-paper association: paper-link-materials>2312.03687
vocab-claim fingerprint: 16358c91

Plasma & fusion control
type: DefinedTerm
type: Entity
type: vocab-ResearchDevelopment
description: Deep RL shaping tokamak plasmas (TCV). Control physics by learning — a template for AI in big experimental science.
vocab-record type: atlasEntry
vocab-start year: 2022
vocab-end year: 2022
vocab-date label: 2022
vocab-lane: AI FOR SCIENCE & APPLICATIONS
vocab-legacy classification: Active
vocab-legacy classification code: a
vocab-legacy classification label: Active
vocab-kind: development
vocab-significance: not_assessed
vocab-activity: active
vocab-trajectory: not_assessed
vocab-status as of: 2026-08-04
vocab-status confidence: low
vocab-status rationale: Low-confidence editorial migration from the legacy category; unrepresented facets remain unassessed.
vocab-evidence assessment: assessment-node:fusion:development
vocab-evidence assessment: assessment-node:fusion:mapStatus
vocab-claim fingerprint: 33e2f97c

AI mathematics (IMO gold)
type: DefinedTerm
type: Entity
type: vocab-ResearchDevelopment
description: AlphaGeometry reached Olympiad-level geometry in 2024, while AlphaProof and AlphaGeometry 2 achieved silver-medal-equivalent IMO performance that year; later 2025 systems reported gold-level results.
vocab-record type: atlasEntry
vocab-start year: 2024
vocab-end year: 2024
vocab-date label: 2024
vocab-lane: AI FOR SCIENCE & APPLICATIONS
vocab-legacy classification: Hot frontier
vocab-legacy classification code: h
vocab-legacy classification label: Hot frontier
vocab-kind: development
vocab-significance: not_assessed
vocab-activity: high_activity
vocab-trajectory: not_assessed
vocab-status as of: 2026-08-04
vocab-status confidence: low
vocab-status rationale: Low-confidence editorial migration from the legacy category; unrepresented facets remain unassessed.
vocab-evidence assessment: assessment-node:mathai:development
vocab-evidence assessment: assessment-node:mathai:mapStatus
vocab-claim fingerprint: ebc27d83

Medical AI deployment
type: DefinedTerm
type: Entity
type: vocab-ResearchDevelopment
description: Radiology assist → clinical LLMs (Med-Gemini class). Regulation, liability and workflow — not accuracy — are now the rate limiters. Watson's failure is the syllabus.
vocab-record type: atlasEntry
vocab-start year: 2023
vocab-end year: 2023
vocab-date label: 2023
vocab-lane: AI FOR SCIENCE & APPLICATIONS
vocab-legacy classification: Active
vocab-legacy classification code: a
vocab-legacy classification label: Active
vocab-kind: development
vocab-significance: not_assessed
vocab-activity: active
vocab-trajectory: not_assessed
vocab-status as of: 2026-08-04
vocab-status confidence: low
vocab-status rationale: Low-confidence editorial migration from the legacy category; unrepresented facets remain unassessed.
vocab-evidence assessment: assessment-node:medicine:development
vocab-evidence assessment: assessment-node:medicine:mapStatus
vocab-claim fingerprint: 6b181329

Genomics models (AlphaGenome, Evo)
type: DefinedTerm
type: Entity
type: vocab-ResearchDevelopment
description: Long-context models reading regulatory DNA and whole genomes. The genome as a language — the next AlphaFold-shaped bet.
vocab-record type: atlasEntry
vocab-start year: 2025
vocab-end year: 2025
vocab-date label: 2025
vocab-lane: AI FOR SCIENCE & APPLICATIONS
vocab-legacy classification: Active
vocab-legacy classification code: a
vocab-legacy classification label: Active
vocab-kind: development
vocab-significance: not_assessed
vocab-activity: active
vocab-trajectory: not_assessed
vocab-status as of: 2026-08-04
vocab-status confidence: low
vocab-status rationale: Low-confidence editorial migration from the legacy category; unrepresented facets remain unassessed.
vocab-evidence assessment: assessment-node:genomics:development
vocab-evidence assessment: assessment-node:genomics:mapStatus
vocab-claim fingerprint: cea76724

AI co-scientists
type: DefinedTerm
type: Entity
type: vocab-ResearchDevelopment
description: Agentic hypothesis, literature and experiment pipelines have produced reported algorithmic and scientific results in bounded domains. Independent reproduction and research-integrity practice are still developing.
vocab-record type: atlasEntry
vocab-start year: 2025
vocab-end year: 2025
vocab-date label: 2025
vocab-lane: AI FOR SCIENCE & APPLICATIONS
vocab-legacy classification: Hot frontier
vocab-legacy classification code: h
vocab-legacy classification label: Hot frontier
vocab-kind: development
vocab-significance: not_assessed
vocab-activity: high_activity
vocab-trajectory: not_assessed
vocab-status as of: 2026-08-04
vocab-status confidence: low
vocab-status rationale: Low-confidence editorial migration from the legacy category; unrepresented facets remain unassessed.
vocab-evidence assessment: assessment-node:sciagents:development
vocab-evidence assessment: assessment-node:sciagents:mapStatus
vocab-claim fingerprint: 8c9c682f

General-purpose autonomous scientist
type: DefinedTerm
type: Entity
type: vocab-OpenResearchDirection
description: Domain-specific self-driving laboratories already close design–execute–learn loops. The open challenge is reliable, reproducible autonomy that forms hypotheses and transfers across instruments, domains and scientific objectives.
citation: Autonomous Laboratory Agent via Customized Domain-Specific Language Model and Modular AI Interface
citation: The AI Scientist-v2: Workshop-Level Automated Scientific Discovery via Agentic Tree Search
citation: A Mobile Robotic Chemist
citation: Autonomous materials synthesis via hierarchical active learning of nonequilibrium phase diagrams
vocab-record type: atlasEntry
vocab-start year: 2026
vocab-end year: 2026
vocab-date label: 2026
vocab-lane: AI FOR SCIENCE & APPLICATIONS
vocab-legacy classification: Open direction
vocab-legacy classification code: g
vocab-legacy classification label: Open direction
vocab-kind: open_direction
vocab-significance: not_assessed
vocab-activity: not_assessed
vocab-trajectory: not_assessed
vocab-status as of: 2026-08-04
vocab-status confidence: low
vocab-status rationale: Low-confidence editorial migration from the legacy category; unrepresented facets remain unassessed.
vocab-evidence assessment: assessment-node:gap scilab:development
vocab-evidence assessment: assessment-node:gap scilab:mapStatus
vocab-research tier: integrated
vocab-tag: open direction
vocab-tag: science
vocab-tag: robotics
vocab-research question: Can one autonomous scientific system transfer across instruments and scientific domains while keeping experiments safe, uncertainty calibrated, provenance complete, and results independently reproducible?
vocab-research question: Which parts of scientific judgment transfer across domains, and how should autonomous labs document uncertainty and failed experiments?
vocab-paper association: paper-link-gap scilab>2602.20669
vocab-paper association: paper-link-gap scilab>2504.08066
vocab-paper association: paper-link-gap scilab>1906.05398
vocab-paper association: paper-link-gap scilab>2101.07385
vocab-claim fingerprint: 2b251c42
vocab-direction claim state: editorial_hypothesis
vocab-direction as of: 2026-08-04
vocab-direction confidence: high
vocab-closure criteria: Pre-register transfer from at least one training domain or instrument to two materially different targets; require calibrated abstention and human safety gates; preserve machine-readable lineage from hypothesis through raw data and analysis; compare against domain-specific automation and human teams; and have an independent lab reproduce a claimed result from the released record.
vocab-partial result: A 2026 autonomous laboratory agent operates scanning probe microscopy through a domain-specific model and deterministic modular interface. AI Scientist-v2 automates computational machine-learning research across several subdomains, and earlier Coscientist work demonstrated bounded chemistry workflows. These systems establish real partial autonomy, but none closes cross-instrument, cross-domain transfer with independent physical reproduction and calibrated uncertainty.
vocab-starter project: Individual: Build a provenance-first agent for DiscoveryBench and ScienceAgentBench that must produce an executable rerun bundle, calibrated confidence, and an explicit abstention whenever evidence or permissions are missing.
vocab-starter project: Small lab: Connect the same policy layer to two instruments, or one instrument plus a high-fidelity simulator, preregister transfer tasks, retain human safety approval, and have a second operator independently repeat the result.
vocab-starter project: Well-funded lab: Run a two-domain, two-site autonomous-science challenge with different instruments, robotic sample handling, blind replication, machine-readable lineage, uncertainty calibration, and independent safety and research-integrity oversight.
vocab-counterexample: Autonomous Laboratory Agent controls real-time atomic-resolution scanning probe microscopy using a customized domain model, deterministic validation, and modular orchestration; it remains a single instrument family and domain.
vocab-counterexample: AI Scientist-v2 performs template-free computational ML research and produced workshop-level manuscripts, including one accepted at a workshop with a high acceptance rate; it does not demonstrate transfer across physical instruments or independent experimental reproduction.
vocab-counterexample: Coscientist and other self-driving-lab systems demonstrate chemistry and materials workflows, while DiscoveryBench and ScienceAgentBench show that broad data-science agents still solve only a minority of realistic tasks.
vocab-crowdedness: High for computational science agents, medium for domain-specific self-driving labs, and low for the same system transferring across physical domains and sites.
vocab-tractability: High for data-only provenance studies, medium for a single-instrument system, and low for cross-domain transfer with independent physical reproduction.

Subword tokenization (BPE → SentencePiece)
type: DefinedTerm
type: Entity
type: vocab-ResearchDevelopment
description: Open-vocabulary modeling with reusable word pieces made rare words, multilingual translation and modern LLM vocabularies practical. The quiet interface between raw text and neural sequence models.
citation: Neural Machine Translation of Rare Words with Subword Units
citation: SentencePiece: A simple and language independent subword tokenizer
vocab-record type: atlasEntry
vocab-start year: 2015
vocab-end year: 2018
vocab-date label: 2015-2018
vocab-chronology milestone: Subword NMT 2015
vocab-chronology milestone: SentencePiece 2018
vocab-lane: LANGUAGE & LLMs
vocab-legacy classification: Foundational
vocab-legacy classification code: f
vocab-legacy classification label: Foundational
vocab-kind: development
vocab-significance: foundational
vocab-activity: not_assessed
vocab-trajectory: not_assessed
vocab-status as of: 2026-08-04
vocab-status confidence: low
vocab-status rationale: Low-confidence editorial migration from the legacy category; unrepresented facets remain unassessed.
vocab-evidence assessment: assessment-node:subword:development
vocab-evidence assessment: assessment-node:subword:mapStatus
vocab-research tier: core
vocab-tag: language
vocab-tag: data
vocab-tag: systems
vocab-research question: Can learned or token-free representations improve multilingual efficiency without destabilizing training?
vocab-paper association: paper-link-subword>1508.07909
vocab-paper association: paper-link-subword>1808.06226
vocab-claim fingerprint: 072495e6

Privacy attacks & model leakage
type: DefinedTerm
type: Entity
type: vocab-ResearchDevelopment
description: Membership inference and related attacks showed that trained models can reveal whether specific records — and sometimes sensitive attributes — were present. Privacy became an empirical attack surface, not only a training objective.
citation: Membership Inference Attacks Against Machine Learning Models
citation: Extracting Training Data from Large Language Models
vocab-record type: atlasEntry
vocab-start year: 2016
vocab-end year: 2016
vocab-date label: 2016
vocab-lane: SAFETY, ALIGNMENT & INTERPRETABILITY
vocab-legacy classification: Active
vocab-legacy classification code: a
vocab-legacy classification label: Active
vocab-kind: development
vocab-significance: not_assessed
vocab-activity: active
vocab-trajectory: not_assessed
vocab-status as of: 2026-08-04
vocab-status confidence: low
vocab-status rationale: Low-confidence editorial migration from the legacy category; unrepresented facets remain unassessed.
vocab-evidence assessment: assessment-node:modelleak:development
vocab-evidence assessment: assessment-node:modelleak:mapStatus
vocab-research tier: core
vocab-tag: privacy
vocab-tag: security
vocab-tag: evaluation
vocab-research question: How can leakage be measured and mitigated under realistic black-box access without hiding behind average-case metrics?
vocab-paper association: paper-link-modelleak>1610.05820
vocab-paper association: paper-link-modelleak>2012.07805
vocab-claim fingerprint: c716c087

Distribution shift & OOD detection
type: DefinedTerm
type: Entity
type: vocab-ResearchDevelopment
description: Models can be confidently wrong when deployment data differs from training. Detection baselines, shift benchmarks and robustness methods made this a distinct reliability field rather than an edge case.
citation: A Baseline for Detecting Misclassified and Out-of-Distribution Examples
citation: WILDS: A Benchmark of in-the-Wild Distribution Shifts
vocab-record type: atlasEntry
vocab-start year: 2016
vocab-end year: 2016
vocab-date label: 2016
vocab-lane: SAFETY, ALIGNMENT & INTERPRETABILITY
vocab-legacy classification: Active
vocab-legacy classification code: a
vocab-legacy classification label: Active
vocab-kind: development
vocab-significance: not_assessed
vocab-activity: active
vocab-trajectory: not_assessed
vocab-status as of: 2026-08-04
vocab-status confidence: low
vocab-status rationale: Low-confidence editorial migration from the legacy category; unrepresented facets remain unassessed.
vocab-evidence assessment: assessment-node:oodshift:development
vocab-evidence assessment: assessment-node:oodshift:mapStatus
vocab-research tier: core
vocab-tag: reliability
vocab-tag: evaluation
vocab-tag: safety
vocab-research question: Can systems recognize consequential distribution shift without labels and abstain without crippling useful coverage?
vocab-paper association: paper-link-oodshift>1610.02136
vocab-paper association: paper-link-oodshift>2012.07421
vocab-claim fingerprint: 0a315603

Modern imitation learning (DAgger → GAIL)
type: DefinedTerm
type: Entity
type: vocab-ResearchDevelopment
description: DAgger confronted policy-induced distribution shift; GAIL learned behavior by adversarially matching expert demonstrations. Together they formed the modern route from demonstrations to sequential policies.
citation: A Reduction of Imitation Learning and Structured Prediction to No-Regret Online Learning
citation: Generative Adversarial Imitation Learning
vocab-record type: atlasEntry
vocab-start year: 2011
vocab-end year: 2016
vocab-date label: 2011-2016
vocab-lane: REINFORCEMENT LEARNING & AGENTS
vocab-legacy classification: Foundational
vocab-legacy classification code: f
vocab-legacy classification label: Foundational
vocab-kind: development
vocab-significance: foundational
vocab-activity: not_assessed
vocab-trajectory: not_assessed
vocab-status as of: 2026-08-04
vocab-status confidence: low
vocab-status rationale: Low-confidence editorial migration from the legacy category; unrepresented facets remain unassessed.
vocab-evidence assessment: assessment-node:imitation:development
vocab-evidence assessment: assessment-node:imitation:mapStatus
vocab-research tier: core
vocab-tag: reinforcement learning
vocab-tag: robotics
vocab-tag: data
vocab-research question: How can demonstration learning remain robust when the deployed policy visits states the demonstrator never covered?
vocab-paper association: paper-link-imitation>1011.0686
vocab-paper association: paper-link-imitation>1606.03476
vocab-claim fingerprint: 931ec894

Deep continuous control (DDPG → SAC)
type: DefinedTerm
type: Entity
type: vocab-ResearchDevelopment
description: Off-policy actor–critic learning extended deep RL from discrete games to continuous actions; maximum-entropy SAC made the recipe substantially more stable for locomotion and manipulation.
citation: Continuous control with deep reinforcement learning
citation: Soft Actor-Critic
vocab-record type: atlasEntry
vocab-start year: 2015
vocab-end year: 2018
vocab-date label: 2015-2018
vocab-lane: REINFORCEMENT LEARNING & AGENTS
vocab-legacy classification: Foundational
vocab-legacy classification code: f
vocab-legacy classification label: Foundational
vocab-kind: development
vocab-significance: foundational
vocab-activity: not_assessed
vocab-trajectory: not_assessed
vocab-status as of: 2026-08-04
vocab-status confidence: low
vocab-status rationale: Low-confidence editorial migration from the legacy category; unrepresented facets remain unassessed.
vocab-evidence assessment: assessment-node:continuousrl:development
vocab-evidence assessment: assessment-node:continuousrl:mapStatus
vocab-research tier: core
vocab-tag: reinforcement learning
vocab-tag: robotics
vocab-tag: optimization
vocab-research question: Which off-policy control methods remain stable under sparse rewards, imperfect simulators and real hardware constraints?
vocab-paper association: paper-link-continuousrl>1509.02971
vocab-paper association: paper-link-continuousrl>1801.01290
vocab-claim fingerprint: 08f55cc9

Mixed-precision training
type: DefinedTerm
type: Entity
type: vocab-ResearchDevelopment
description: Lower-precision arithmetic with loss scaling accelerated training and reduced memory without sacrificing model quality. It became a standard training-systems technique, distinct from inference quantization.
citation: Mixed Precision Training
vocab-record type: atlasEntry
vocab-start year: 2017
vocab-end year: 2017
vocab-date label: 2017
vocab-lane: TRAINING, SCALE & EFFICIENCY
vocab-legacy classification: Foundational
vocab-legacy classification code: f
vocab-legacy classification label: Foundational
vocab-kind: development
vocab-significance: foundational
vocab-activity: not_assessed
vocab-trajectory: not_assessed
vocab-status as of: 2026-08-04
vocab-status confidence: low
vocab-status rationale: Low-confidence editorial migration from the legacy category; unrepresented facets remain unassessed.
vocab-evidence assessment: assessment-node:mixedprecision:development
vocab-evidence assessment: assessment-node:mixedprecision:mapStatus
vocab-research tier: core
vocab-tag: systems
vocab-tag: efficiency
vocab-tag: hardware
vocab-research question: How low can training precision go while retaining predictable convergence and debuggable failure modes?
vocab-paper association: paper-link-mixedprecision>1710.03740
vocab-claim fingerprint: 3799a086

Discrete neural representations & codecs
type: DefinedTerm
type: Entity
type: vocab-ResearchDevelopment
description: VQ-VAE learned discrete codebooks; VQGAN and neural audio codecs turned images and sound into learned tokens. This lineage connects generative models, compression and multimodal tokenization.
citation: Neural Discrete Representation Learning
citation: Taming Transformers for High-Resolution Image Synthesis
citation: SoundStream: An End-to-End Neural Audio Codec
vocab-record type: atlasEntry
vocab-start year: 2017
vocab-end year: 2017
vocab-date label: 2017
vocab-lane: GENERATIVE MEDIA
vocab-legacy classification: Active
vocab-legacy classification code: a
vocab-legacy classification label: Active
vocab-kind: development
vocab-significance: not_assessed
vocab-activity: active
vocab-trajectory: not_assessed
vocab-status as of: 2026-08-04
vocab-status confidence: low
vocab-status rationale: Low-confidence editorial migration from the legacy category; unrepresented facets remain unassessed.
vocab-evidence assessment: assessment-node:vqcodes:development
vocab-evidence assessment: assessment-node:vqcodes:mapStatus
vocab-research tier: core
vocab-tag: generative models
vocab-tag: multimodal
vocab-tag: compression
vocab-research question: Can learned discrete representations unify text, audio, images and actions without destructive information bottlenecks?
vocab-paper association: paper-link-vqcodes>1711.00937
vocab-paper association: paper-link-vqcodes>2012.09841
vocab-paper association: paper-link-vqcodes>2107.03312
vocab-claim fingerprint: 92d99c8d

Neural robustness & formal verification
type: DefinedTerm
type: Entity
type: vocab-ResearchDevelopment
description: Adversarial training, SMT-based checking and certified defenses test or guarantee bounded neural-network behavior. These are working methods, though far narrower than whole-agent safety proofs.
citation: Reluplex: An Efficient SMT Solver for Verifying Deep Neural Networks
citation: Towards Deep Learning Models Resistant to Adversarial Attacks
citation: Certified Adversarial Robustness via Randomized Smoothing
vocab-record type: atlasEntry
vocab-start year: 2017
vocab-end year: 2017
vocab-date label: 2017
vocab-lane: SAFETY, ALIGNMENT & INTERPRETABILITY
vocab-legacy classification: Active
vocab-legacy classification code: a
vocab-legacy classification label: Active
vocab-kind: development
vocab-significance: not_assessed
vocab-activity: active
vocab-trajectory: not_assessed
vocab-status as of: 2026-08-04
vocab-status confidence: low
vocab-status rationale: Low-confidence editorial migration from the legacy category; unrepresented facets remain unassessed.
vocab-evidence assessment: assessment-node:neuralverify:development
vocab-evidence assessment: assessment-node:neuralverify:mapStatus
vocab-research tier: core
vocab-tag: verification
vocab-tag: robustness
vocab-tag: safety
vocab-research question: How can formal guarantees scale beyond small feed-forward networks to adaptive, tool-using systems?
vocab-paper association: paper-link-neuralverify>1702.01135
vocab-paper association: paper-link-neuralverify>1706.06083
vocab-paper association: paper-link-neuralverify>1902.02918
vocab-claim fingerprint: 37d89f7c

Data poisoning & model backdoors
type: DefinedTerm
type: Entity
type: vocab-ResearchDevelopment
description: Training-time and supply-chain attacks implant trigger-dependent behavior that can survive ordinary retraining or safety tuning. This is distinct from test-time adversarial examples and prompt injection.
citation: BadNets: Identifying Vulnerabilities in the Machine Learning Model Supply Chain
citation: Sleeper Agents: Training Deceptive LLMs that Persist Through Safety Training
vocab-record type: atlasEntry
vocab-start year: 2017
vocab-end year: 2017
vocab-date label: 2017
vocab-lane: SAFETY, ALIGNMENT & INTERPRETABILITY
vocab-legacy classification: Active
vocab-legacy classification code: a
vocab-legacy classification label: Active
vocab-kind: development
vocab-significance: not_assessed
vocab-activity: active
vocab-trajectory: not_assessed
vocab-status as of: 2026-08-04
vocab-status confidence: low
vocab-status rationale: Low-confidence editorial migration from the legacy category; unrepresented facets remain unassessed.
vocab-evidence assessment: assessment-node:backdoors:development
vocab-evidence assessment: assessment-node:backdoors:mapStatus
vocab-research tier: core
vocab-tag: security
vocab-tag: data
vocab-tag: evaluation
vocab-research question: Can training-pipeline backdoors be detected before deployment when triggers and attacker objectives are unknown?
vocab-paper association: paper-link-backdoors>1708.06733
vocab-paper association: paper-link-backdoors>2401.05566
vocab-claim fingerprint: 39b5f02c

Physics-informed neural networks
type: DefinedTerm
type: Entity
type: vocab-ResearchDevelopment
description: PINNs place differential equations and boundary conditions inside the training objective for forward and inverse problems. They opened a major scientific-ML program while retaining known optimization and scaling limits.
citation: Physics Informed Deep Learning
vocab-record type: atlasEntry
vocab-start year: 2017
vocab-end year: 2017
vocab-date label: 2017
vocab-lane: AI FOR SCIENCE & APPLICATIONS
vocab-legacy classification: Active
vocab-legacy classification code: a
vocab-legacy classification label: Active
vocab-kind: development
vocab-significance: not_assessed
vocab-activity: active
vocab-trajectory: not_assessed
vocab-status as of: 2026-08-04
vocab-status confidence: low
vocab-status rationale: Low-confidence editorial migration from the legacy category; unrepresented facets remain unassessed.
vocab-evidence assessment: assessment-node:pinn:development
vocab-evidence assessment: assessment-node:pinn:mapStatus
vocab-research tier: core
vocab-tag: science
vocab-tag: physics
vocab-tag: optimization
vocab-research question: When do physical constraints improve extrapolation, and when do PINN optimization pathologies dominate?
vocab-paper association: paper-link-pinn>1711.10561
vocab-claim fingerprint: 27d64f1a

Equivariant & geometric deep learning
type: DefinedTerm
type: Entity
type: vocab-ResearchDevelopment
description: Architectures that respect rotation, translation and other symmetries became foundational for molecular, physical and 3D learning. Built-in geometry improves data efficiency and physical plausibility.
citation: SchNet: A continuous-filter convolutional neural network for modeling quantum interactions
citation: Tensor Field Networks
citation: SE(3)-Transformers
citation: E(n) Equivariant Graph Neural Networks
vocab-record type: atlasEntry
vocab-start year: 2018
vocab-end year: 2018
vocab-date label: 2018
vocab-lane: NEURAL ARCHITECTURES
vocab-legacy classification: Active
vocab-legacy classification code: a
vocab-legacy classification label: Active
vocab-kind: development
vocab-significance: not_assessed
vocab-activity: active
vocab-trajectory: not_assessed
vocab-status as of: 2026-08-04
vocab-status confidence: low
vocab-status rationale: Low-confidence editorial migration from the legacy category; unrepresented facets remain unassessed.
vocab-evidence assessment: assessment-node:equivariance:development
vocab-evidence assessment: assessment-node:equivariance:mapStatus
vocab-research tier: core
vocab-tag: science
vocab-tag: architecture
vocab-tag: geometry
vocab-research question: Which symmetries should be encoded exactly, approximated, or learned from data in complex physical systems?
vocab-paper association: paper-link-equivariance>1706.08566
vocab-paper association: paper-link-equivariance>1802.08219
vocab-paper association: paper-link-equivariance>2006.10503
vocab-paper association: paper-link-equivariance>2102.09844
vocab-claim fingerprint: 452b9c9d

Inner alignment & goal misgeneralization
type: DefinedTerm
type: Entity
type: vocab-ResearchDevelopment
description: A capable learned policy can pursue an unintended objective after distribution shift even when the training reward looked correct. Experiments establish the failure mode, not that every example is a mesa-optimizer.
citation: Risks from Learned Optimization in Advanced Machine Learning Systems
citation: Goal Misgeneralization in Deep Reinforcement Learning
citation: Alignment Faking in Large Language Models
citation: Emergent Misalignment
vocab-record type: atlasEntry
vocab-start year: 2019
vocab-end year: 2019
vocab-date label: 2019
vocab-lane: SAFETY, ALIGNMENT & INTERPRETABILITY
vocab-legacy classification: Active
vocab-legacy classification code: a
vocab-legacy classification label: Active
vocab-kind: development
vocab-significance: not_assessed
vocab-activity: active
vocab-trajectory: not_assessed
vocab-status as of: 2026-08-04
vocab-status confidence: low
vocab-status rationale: Low-confidence editorial migration from the legacy category; unrepresented facets remain unassessed.
vocab-evidence assessment: assessment-node:goalmisgen:development
vocab-evidence assessment: assessment-node:goalmisgen:mapStatus
vocab-research tier: core
vocab-tag: alignment
vocab-tag: reinforcement learning
vocab-tag: evaluation
vocab-research question: Can a learned policy's operative objective be diagnosed before distribution shift reveals it behaviorally?
vocab-paper association: paper-link-goalmisgen>1906.01820
vocab-paper association: paper-link-goalmisgen>2105.14111
vocab-paper association: paper-link-goalmisgen>2412.14093
vocab-paper association: paper-link-goalmisgen>2502.17424
vocab-claim fingerprint: 4f7647be

ML compilers & tensor/kernel IRs
type: DefinedTerm
type: Entity
type: vocab-ResearchDevelopment
description: TVM and MLIR created optimizing layers between model graphs and heterogeneous hardware. Compilation, scheduling and kernel generation became essential parts of ML performance rather than afterthoughts.
citation: TVM: An Automated End-to-End Optimizing Compiler for Deep Learning
citation: MLIR: A Compiler Infrastructure for the End of Moore's Law
vocab-record type: atlasEntry
vocab-start year: 2018
vocab-end year: 2018
vocab-date label: 2018
vocab-lane: COMPUTE, SYSTEMS & DATA
vocab-legacy classification: Foundational
vocab-legacy classification code: f
vocab-legacy classification label: Foundational
vocab-kind: development
vocab-significance: foundational
vocab-activity: not_assessed
vocab-trajectory: not_assessed
vocab-status as of: 2026-08-04
vocab-status confidence: low
vocab-status rationale: Low-confidence editorial migration from the legacy category; unrepresented facets remain unassessed.
vocab-evidence assessment: assessment-node:mlcompiler:development
vocab-evidence assessment: assessment-node:mlcompiler:mapStatus
vocab-research tier: core
vocab-tag: systems
vocab-tag: hardware
vocab-tag: compilers
vocab-research question: Can automatic scheduling deliver portable performance across rapidly changing accelerators without opaque regressions?
vocab-paper association: paper-link-mlcompiler>1802.04799
vocab-paper association: paper-link-mlcompiler>2002.11054
vocab-claim fingerprint: 5a4962da

Self-driving laboratories
type: DefinedTerm
type: Entity
type: vocab-ResearchDevelopment
description: Domain-specific systems close a design–execute–measure–learn loop with robotics and active learning. They demonstrate real autonomous experimentation without yet providing a general-purpose robot scientist.
citation: A Mobile Robotic Chemist
citation: Autonomous materials synthesis via hierarchical active learning of nonequilibrium phase diagrams
vocab-record type: atlasEntry
vocab-start year: 2019
vocab-end year: 2019
vocab-date label: 2019
vocab-lane: AI FOR SCIENCE & APPLICATIONS
vocab-legacy classification: Active
vocab-legacy classification code: a
vocab-legacy classification label: Active
vocab-kind: development
vocab-significance: not_assessed
vocab-activity: active
vocab-trajectory: not_assessed
vocab-status as of: 2026-08-04
vocab-status confidence: low
vocab-status rationale: Low-confidence editorial migration from the legacy category; unrepresented facets remain unassessed.
vocab-evidence assessment: assessment-node:selfdrivinglab:development
vocab-evidence assessment: assessment-node:selfdrivinglab:mapStatus
vocab-research tier: core
vocab-tag: science
vocab-tag: robotics
vocab-tag: experimentation
vocab-research question: How can autonomous laboratories transfer across instruments and domains while preserving calibration, safety and reproducibility?
vocab-paper association: paper-link-selfdrivinglab>1906.05398
vocab-paper association: paper-link-selfdrivinglab>2101.07385
vocab-claim fingerprint: bacba372

Dense neural retrieval & dual encoders
type: DefinedTerm
type: Entity
type: vocab-ResearchDevelopment
description: Dual encoders learned semantic query and document spaces, replacing much lexical matching in open-domain QA. Dense retrieval is the missing systems-and-model bridge into retrieval-augmented generation.
citation: Sentence-BERT: Sentence Embeddings using Siamese BERT-Networks
citation: Dense Passage Retrieval for Open-Domain Question Answering
citation: Retrieval-Augmented Generation for Knowledge-Intensive NLP Tasks
vocab-record type: atlasEntry
vocab-start year: 2019
vocab-end year: 2019
vocab-date label: 2019
vocab-lane: LANGUAGE & LLMs
vocab-legacy classification: Foundational
vocab-legacy classification code: f
vocab-legacy classification label: Foundational
vocab-kind: development
vocab-significance: foundational
vocab-activity: not_assessed
vocab-trajectory: not_assessed
vocab-status as of: 2026-08-04
vocab-status confidence: low
vocab-status rationale: Low-confidence editorial migration from the legacy category; unrepresented facets remain unassessed.
vocab-evidence assessment: assessment-node:denseretrieval:development
vocab-evidence assessment: assessment-node:denseretrieval:mapStatus
vocab-research tier: core
vocab-tag: language
vocab-tag: retrieval
vocab-tag: systems
vocab-research question: How should retrievers manage freshness, provenance, adversarial documents and uncertainty rather than only top-k relevance?
vocab-paper association: paper-link-denseretrieval>1908.10084
vocab-paper association: paper-link-denseretrieval>2004.04906
vocab-paper association: paper-link-denseretrieval>2005.11401
vocab-claim fingerprint: dadd0ea5

Neural operators & learned PDE solvers
type: DefinedTerm
type: Entity
type: vocab-ResearchDevelopment
description: DeepONet and Fourier Neural Operators learn mappings between functions rather than one fixed discretization. The approach now powers fast surrogate models in weather, fluids and engineering.
citation: DeepONet: Learning nonlinear operators
citation: Fourier Neural Operator for Parametric Partial Differential Equations
citation: FourCastNet
vocab-record type: atlasEntry
vocab-start year: 2019
vocab-end year: 2019
vocab-date label: 2019
vocab-lane: AI FOR SCIENCE & APPLICATIONS
vocab-legacy classification: Active
vocab-legacy classification code: a
vocab-legacy classification label: Active
vocab-kind: development
vocab-significance: not_assessed
vocab-activity: active
vocab-trajectory: not_assessed
vocab-status as of: 2026-08-04
vocab-status confidence: low
vocab-status rationale: Low-confidence editorial migration from the legacy category; unrepresented facets remain unassessed.
vocab-evidence assessment: assessment-node:neuraloperator:development
vocab-evidence assessment: assessment-node:neuraloperator:mapStatus
vocab-research tier: core
vocab-tag: science
vocab-tag: simulation
vocab-tag: architecture
vocab-research question: Can learned operators preserve conservation laws and generalize across unseen geometries, grids and boundary conditions?
vocab-paper association: paper-link-neuraloperator>1910.03193
vocab-paper association: paper-link-neuraloperator>2010.08895
vocab-paper association: paper-link-neuraloperator>2202.11214
vocab-claim fingerprint: 9a5f7d7d

Speech foundation models (wav2vec 2.0 → Whisper)
type: DefinedTerm
type: Entity
type: vocab-ResearchDevelopment
description: Self-supervised speech representation learning and weakly supervised web-scale transcription replaced task-specific acoustic pipelines with reusable speech models and robust multilingual transfer.
citation: wav2vec 2.0
citation: Robust Speech Recognition via Large-Scale Weak Supervision
vocab-record type: atlasEntry
vocab-start year: 2020
vocab-end year: 2022
vocab-date label: 2020-2022
vocab-lane: LANGUAGE & LLMs
vocab-legacy classification: Foundational
vocab-legacy classification code: f
vocab-legacy classification label: Foundational
vocab-kind: development
vocab-significance: foundational
vocab-activity: not_assessed
vocab-trajectory: not_assessed
vocab-status as of: 2026-08-04
vocab-status confidence: low
vocab-status rationale: Low-confidence editorial migration from the legacy category; unrepresented facets remain unassessed.
vocab-evidence assessment: assessment-node:speechfm:development
vocab-evidence assessment: assessment-node:speechfm:mapStatus
vocab-research tier: core
vocab-tag: speech
vocab-tag: multimodal
vocab-tag: data
vocab-research question: How can speech models serve low-resource languages and noisy real-world audio without erasing dialect and speaker variation?
vocab-paper association: paper-link-speechfm>2006.11477
vocab-paper association: paper-link-speechfm>2212.04356
vocab-claim fingerprint: e7944faf

Instruction tuning
type: DefinedTerm
type: Entity
type: vocab-ResearchDevelopment
description: Supervised fine-tuning across diverse natural-language tasks taught pretrained models to follow new instructions zero-shot. It is a separate lineage from preference modeling and RLHF.
citation: Finetuned Language Models Are Zero-Shot Learners
citation: Multitask Prompted Training Enables Zero-Shot Task Generalization
citation: Scaling Instruction-Finetuned Language Models
vocab-record type: atlasEntry
vocab-start year: 2021
vocab-end year: 2021
vocab-date label: 2021
vocab-lane: LANGUAGE & LLMs
vocab-legacy classification: Foundational
vocab-legacy classification code: f
vocab-legacy classification label: Foundational
vocab-kind: development
vocab-significance: foundational
vocab-activity: not_assessed
vocab-trajectory: not_assessed
vocab-status as of: 2026-08-04
vocab-status confidence: low
vocab-status rationale: Low-confidence editorial migration from the legacy category; unrepresented facets remain unassessed.
vocab-evidence assessment: assessment-node:instructiontune:development
vocab-evidence assessment: assessment-node:instructiontune:mapStatus
vocab-research tier: core
vocab-tag: language
vocab-tag: data
vocab-tag: alignment
vocab-research question: What task mixtures create genuine instruction generalization rather than benchmark-template recognition?
vocab-paper association: paper-link-instructiontune>2109.01652
vocab-paper association: paper-link-instructiontune>2110.08207
vocab-paper association: paper-link-instructiontune>2210.11416
vocab-claim fingerprint: 67d35da0

Flow matching & rectified flow
type: DefinedTerm
type: Entity
type: vocab-ResearchDevelopment
description: Continuous-time vector-field learning offers a direct path from noise to data, often with straighter and faster trajectories than diffusion sampling. It is now a major generative-model branch.
citation: Flow Straight and Fast: Learning to Generate and Transfer Data with Rectified Flow
citation: Flow Matching for Generative Modeling
citation: Scaling Rectified Flow Transformers for High-Resolution Image Synthesis
vocab-record type: atlasEntry
vocab-start year: 2022
vocab-end year: 2022
vocab-date label: 2022
vocab-lane: GENERATIVE MEDIA
vocab-legacy classification: Hot frontier
vocab-legacy classification code: h
vocab-legacy classification label: Hot frontier
vocab-kind: development
vocab-significance: not_assessed
vocab-activity: high_activity
vocab-trajectory: not_assessed
vocab-status as of: 2026-08-04
vocab-status confidence: low
vocab-status rationale: Low-confidence editorial migration from the legacy category; unrepresented facets remain unassessed.
vocab-evidence assessment: assessment-node:flowmatching:development
vocab-evidence assessment: assessment-node:flowmatching:mapStatus
vocab-research tier: core
vocab-tag: generative models
vocab-tag: theory
vocab-tag: efficiency
vocab-research question: Which probability paths yield stable training, few-step generation and trustworthy likelihood or coverage behavior?
vocab-paper association: paper-link-flowmatching>2209.03003
vocab-paper association: paper-link-flowmatching>2210.02747
vocab-paper association: paper-link-flowmatching>2403.03206
vocab-claim fingerprint: 79ea10cf

LLM inference & serving systems
type: DefinedTerm
type: Entity
type: vocab-ResearchDevelopment
description: Speculative decoding, continuous batching and PagedAttention attack latency, memory fragmentation and throughput. Serving systems are a distinct research layer from model compression.
citation: Fast Inference from Transformers via Speculative Decoding
citation: Accelerating Large Language Model Decoding with Speculative Sampling
citation: Efficient Memory Management for Large Language Model Serving with PagedAttention
vocab-record type: atlasEntry
vocab-start year: 2022
vocab-end year: 2022
vocab-date label: 2022
vocab-lane: COMPUTE, SYSTEMS & DATA
vocab-legacy classification: Hot frontier
vocab-legacy classification code: h
vocab-legacy classification label: Hot frontier
vocab-kind: development
vocab-significance: not_assessed
vocab-activity: high_activity
vocab-trajectory: not_assessed
vocab-status as of: 2026-08-04
vocab-status confidence: low
vocab-status rationale: Low-confidence editorial migration from the legacy category; unrepresented facets remain unassessed.
vocab-evidence assessment: assessment-node:llmserving:development
vocab-evidence assessment: assessment-node:llmserving:mapStatus
vocab-research tier: core
vocab-tag: systems
vocab-tag: inference
vocab-tag: efficiency
vocab-research question: How should serving jointly optimize latency, throughput, memory, energy and tail reliability under heterogeneous workloads?
vocab-paper association: paper-link-llmserving>2211.17192
vocab-paper association: paper-link-llmserving>2302.01318
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vocab-claim fingerprint: 8e177549

Interactive agent benchmarks
type: DefinedTerm
type: Entity
type: vocab-ResearchDevelopment
description: WebArena, AgentBench, SWE-bench and OSWorld evaluate stateful execution in websites, repositories and computers. They expose planning and recovery failures that static question-answer benchmarks miss.
citation: WebArena: A Realistic Web Environment for Building Autonomous Agents
citation: AgentBench
citation: SWE-bench
citation: OSWorld
vocab-record type: atlasEntry
vocab-start year: 2023
vocab-end year: 2023
vocab-date label: 2023
vocab-lane: REINFORCEMENT LEARNING & AGENTS
vocab-legacy classification: Hot frontier
vocab-legacy classification code: h
vocab-legacy classification label: Hot frontier
vocab-kind: development
vocab-significance: not_assessed
vocab-activity: high_activity
vocab-trajectory: not_assessed
vocab-status as of: 2026-08-04
vocab-status confidence: low
vocab-status rationale: Low-confidence editorial migration from the legacy category; unrepresented facets remain unassessed.
vocab-evidence assessment: assessment-node:agentbench:development
vocab-evidence assessment: assessment-node:agentbench:mapStatus
vocab-research tier: core
vocab-tag: agents
vocab-tag: evaluation
vocab-tag: software
vocab-research question: How can interactive benchmarks remain reproducible, contamination-resistant and representative of costly real-world failures?
vocab-paper association: paper-link-agentbench>2307.13854
vocab-paper association: paper-link-agentbench>2308.03688
vocab-paper association: paper-link-agentbench>2310.06770
vocab-paper association: paper-link-agentbench>2404.07972
vocab-claim fingerprint: 36d0ff10

Generative visuomotor policies
type: DefinedTerm
type: Entity
type: vocab-ResearchDevelopment
description: ACT predicts temporally chunked actions; Diffusion Policy models multimodal action distributions. These demonstration-driven policy representations bridge classical imitation learning and vision-language-action models.
citation: Diffusion Policy: Visuomotor Policy Learning via Action Diffusion
citation: Learning Fine-Grained Bimanual Manipulation with Low-Cost Hardware
vocab-record type: atlasEntry
vocab-start year: 2023
vocab-end year: 2023
vocab-date label: 2023
vocab-lane: ROBOTICS & EMBODIED AI
vocab-legacy classification: Hot frontier
vocab-legacy classification code: h
vocab-legacy classification label: Hot frontier
vocab-kind: development
vocab-significance: not_assessed
vocab-activity: high_activity
vocab-trajectory: not_assessed
vocab-status as of: 2026-08-04
vocab-status confidence: low
vocab-status rationale: Low-confidence editorial migration from the legacy category; unrepresented facets remain unassessed.
vocab-evidence assessment: assessment-node:visuomotor:development
vocab-evidence assessment: assessment-node:visuomotor:mapStatus
vocab-research tier: core
vocab-tag: robotics
vocab-tag: imitation learning
vocab-tag: generative models
vocab-research question: How can generative robot policies handle long horizons, contact-rich recovery and distribution shift outside demonstrations?
vocab-paper association: paper-link-visuomotor>2303.04137
vocab-paper association: paper-link-visuomotor>2304.13705
vocab-claim fingerprint: 120a17b2

Model editing & activation steering
type: DefinedTerm
type: Entity
type: vocab-ResearchDevelopment
description: Targeted weight edits and inference-time activation interventions can change facts or behaviors locally. Reliability, side effects, causal interpretation and generalization remain active limitations.
citation: Locating and Editing Factual Associations in GPT
citation: Steering Language Models With Activation Engineering
citation: Representation Engineering
vocab-record type: atlasEntry
vocab-start year: 2022
vocab-end year: 2022
vocab-date label: 2022
vocab-lane: SAFETY, ALIGNMENT & INTERPRETABILITY
vocab-legacy classification: Hot frontier
vocab-legacy classification code: h
vocab-legacy classification label: Hot frontier
vocab-kind: development
vocab-significance: not_assessed
vocab-activity: high_activity
vocab-trajectory: not_assessed
vocab-status as of: 2026-08-04
vocab-status confidence: low
vocab-status rationale: Low-confidence editorial migration from the legacy category; unrepresented facets remain unassessed.
vocab-evidence assessment: assessment-node:modelediting:development
vocab-evidence assessment: assessment-node:modelediting:mapStatus
vocab-research tier: core
vocab-tag: interpretability
vocab-tag: control
vocab-tag: safety
vocab-research question: Can interventions be made predictable, composable and durable without damaging unrelated capabilities?
vocab-paper association: paper-link-modelediting>2202.05262
vocab-paper association: paper-link-modelediting>2308.10248
vocab-paper association: paper-link-modelediting>2310.01405
vocab-claim fingerprint: 05aac37d

AI control protocols
type: DefinedTerm
type: Entity
type: vocab-ResearchDevelopment
description: Control research evaluates how trusted monitors, resampling, editing and limited human audits can constrain an intentionally subversive model. It is an active defense–attack program, not a solved safeguard.
citation: AI Control: Improving Safety Despite Intentional Subversion
citation: Adaptive Attacks on Trusted Monitors Subvert AI Control Protocols
citation: Attack Selection in Agentic AI Control Evaluations Meaningfully Decreases Safety
vocab-record type: atlasEntry
vocab-start year: 2023
vocab-end year: 2023
vocab-date label: 2023
vocab-lane: SAFETY, ALIGNMENT & INTERPRETABILITY
vocab-legacy classification: Hot frontier
vocab-legacy classification code: h
vocab-legacy classification label: Hot frontier
vocab-kind: development
vocab-significance: not_assessed
vocab-activity: high_activity
vocab-trajectory: not_assessed
vocab-status as of: 2026-08-04
vocab-status confidence: low
vocab-status rationale: Low-confidence editorial migration from the legacy category; unrepresented facets remain unassessed.
vocab-evidence assessment: assessment-node:aicontrol:development
vocab-evidence assessment: assessment-node:aicontrol:mapStatus
vocab-research tier: core
vocab-tag: safety
vocab-tag: agents
vocab-tag: evaluation
vocab-research question: Which control protocols survive adaptive attacks when trusted monitoring and human audit capacity are scarce?
vocab-paper association: paper-link-aicontrol>2312.06942
vocab-paper association: paper-link-aicontrol>2510.09462
vocab-paper association: paper-link-aicontrol>2606.06529
vocab-claim fingerprint: f9e5d01a

Self-generated curricula & self-editing agents
type: DefinedTerm
type: Entity
type: vocab-ResearchDevelopment
description: Voyager, Absolute Zero and Darwin Gödel Machine generate tasks, skills or agent modifications and retain measured improvements. Results are promising but bounded by designed environments, verifiers and benchmarks.
citation: Voyager: An Open-Ended Embodied Agent with Large Language Models
citation: Absolute Zero: Reinforced Self-play Reasoning with Zero Data
citation: Darwin Gödel Machine: Open-Ended Evolution of Self-Improving Agents
vocab-record type: atlasEntry
vocab-start year: 2025
vocab-end year: 2025
vocab-date label: 2025
vocab-lane: REINFORCEMENT LEARNING & AGENTS
vocab-legacy classification: Hot frontier
vocab-legacy classification code: h
vocab-legacy classification label: Hot frontier
vocab-kind: development
vocab-significance: not_assessed
vocab-activity: high_activity
vocab-trajectory: not_assessed
vocab-status as of: 2026-08-04
vocab-status confidence: low
vocab-status rationale: Low-confidence editorial migration from the legacy category; unrepresented facets remain unassessed.
vocab-evidence assessment: assessment-node:selfgenagents:development
vocab-evidence assessment: assessment-node:selfgenagents:mapStatus
vocab-research tier: emerging
vocab-tag: agents
vocab-tag: open-endedness
vocab-tag: reinforcement learning
vocab-research question: Can improvement remain general, cumulative and safe without a fixed benchmark, hand-designed verifier or hidden human curriculum?
vocab-paper association: paper-link-selfgenagents>2305.16291
vocab-paper association: paper-link-selfgenagents>2505.03335
vocab-paper association: paper-link-selfgenagents>2505.22954
vocab-claim fingerprint: 0e7821cf

Deep meta-learning (MAML)
type: DefinedTerm
type: Entity
type: vocab-ResearchDevelopment
description: Model-Agnostic Meta-Learning optimized parameters for rapid adaptation from a few examples. It made learning-to-learn concrete, though foundation-model adaptation later changed the center of gravity.
citation: Model-Agnostic Meta-Learning for Fast Adaptation of Deep Networks
vocab-record type: atlasEntry
vocab-start year: 2017
vocab-end year: 2017
vocab-date label: 2017
vocab-lane: TRAINING, SCALE & EFFICIENCY
vocab-legacy classification: Active
vocab-legacy classification code: a
vocab-legacy classification label: Active
vocab-kind: development
vocab-significance: not_assessed
vocab-activity: active
vocab-trajectory: not_assessed
vocab-status as of: 2026-08-04
vocab-status confidence: low
vocab-status rationale: Low-confidence editorial migration from the legacy category; unrepresented facets remain unassessed.
vocab-evidence assessment: assessment-node:maml:development
vocab-evidence assessment: assessment-node:maml:mapStatus
vocab-research tier: specialist
vocab-tag: training
vocab-tag: adaptation
vocab-tag: optimization
vocab-research question: What remains uniquely useful about gradient-based meta-learning once large pretrained models can adapt in context?
vocab-paper association: paper-link-maml>1703.03400
vocab-claim fingerprint: 52dae70d

Quality-diversity search (MAP-Elites)
type: DefinedTerm
type: Entity
type: vocab-ResearchDevelopment
description: Instead of one optimum, MAP-Elites builds an archive of diverse high-performing solutions across behavioral niches. The archive idea feeds evolutionary design and open-ended exploration.
citation: Illuminating search spaces by mapping elites
vocab-record type: atlasEntry
vocab-start year: 2015
vocab-end year: 2015
vocab-date label: 2015
vocab-lane: EVOLUTIONARY, NEUROMORPHIC & EXOTIC
vocab-legacy classification: Active
vocab-legacy classification code: a
vocab-legacy classification label: Active
vocab-kind: development
vocab-significance: not_assessed
vocab-activity: active
vocab-trajectory: not_assessed
vocab-status as of: 2026-08-04
vocab-status confidence: low
vocab-status rationale: Low-confidence editorial migration from the legacy category; unrepresented facets remain unassessed.
vocab-evidence assessment: assessment-node:mapelites:development
vocab-evidence assessment: assessment-node:mapelites:mapStatus
vocab-research tier: specialist
vocab-tag: evolution
vocab-tag: search
vocab-tag: open-endedness
vocab-research question: How should behavior descriptors and archives scale when useful novelty cannot be specified in advance?
vocab-paper association: paper-link-mapelites>1504.04909
vocab-claim fingerprint: ee654533

Neural-guided program synthesis
type: DefinedTerm
type: Entity
type: vocab-ResearchDevelopment
description: DeepCoder and DreamCoder use learned guidance, search and reusable abstractions to synthesize programs from examples. The lineage links symbolic search to modern code generation.
citation: DeepCoder: Learning to Write Programs
citation: DreamCoder
vocab-record type: atlasEntry
vocab-start year: 2016
vocab-end year: 2016
vocab-date label: 2016
vocab-lane: SYMBOLIC AI & KNOWLEDGE
vocab-legacy classification: Active
vocab-legacy classification code: a
vocab-legacy classification label: Active
vocab-kind: development
vocab-significance: not_assessed
vocab-activity: active
vocab-trajectory: not_assessed
vocab-status as of: 2026-08-04
vocab-status confidence: low
vocab-status rationale: Low-confidence editorial migration from the legacy category; unrepresented facets remain unassessed.
vocab-evidence assessment: assessment-node:neuralprog:development
vocab-evidence assessment: assessment-node:neuralprog:mapStatus
vocab-research tier: specialist
vocab-tag: symbolic AI
vocab-tag: program synthesis
vocab-tag: search
vocab-research question: Can learned guidance accelerate synthesis while preserving executable correctness, abstraction and compositional generalization?
vocab-paper association: paper-link-neuralprog>1611.01989
vocab-paper association: paper-link-neuralprog>2006.08381
vocab-claim fingerprint: 523b032c

Computational optimal transport
type: DefinedTerm
type: Entity
type: vocab-ResearchDevelopment
description: Entropic regularization made transport distances computationally practical; Wasserstein objectives then influenced generative modeling, domain adaptation and representation learning.
citation: Sinkhorn Distances
citation: Wasserstein GAN
vocab-record type: atlasEntry
vocab-start year: 2013
vocab-end year: 2013
vocab-date label: 2013
vocab-lane: PROBABILISTIC & STATISTICAL ML
vocab-legacy classification: Active
vocab-legacy classification code: a
vocab-legacy classification label: Active
vocab-kind: development
vocab-significance: not_assessed
vocab-activity: active
vocab-trajectory: not_assessed
vocab-status as of: 2026-08-04
vocab-status confidence: low
vocab-status rationale: Low-confidence editorial migration from the legacy category; unrepresented facets remain unassessed.
vocab-evidence assessment: assessment-node:optimaltransport:development
vocab-evidence assessment: assessment-node:optimaltransport:mapStatus
vocab-research tier: specialist
vocab-tag: probability
vocab-tag: geometry
vocab-tag: generative models
vocab-research question: Can transport objectives scale without sacrificing geometry, sample quality or numerical stability?
vocab-paper association: paper-link-optimaltransport>1306.0895
vocab-paper association: paper-link-optimaltransport>1701.07875
vocab-claim fingerprint: bbf45c89

Nucleus sampling & decoding controls
type: DefinedTerm
type: Entity
type: vocab-ResearchDevelopment
description: Top-p sampling truncates the unreliable probability tail dynamically, improving open-ended generation. Decoding policy became a consequential layer between model probabilities and visible behavior.
citation: The Curious Case of Neural Text Degeneration
vocab-record type: atlasEntry
vocab-start year: 2019
vocab-end year: 2019
vocab-date label: 2019
vocab-lane: LANGUAGE & LLMs
vocab-legacy classification: Foundational
vocab-legacy classification code: f
vocab-legacy classification label: Foundational
vocab-kind: development
vocab-significance: foundational
vocab-activity: not_assessed
vocab-trajectory: not_assessed
vocab-status as of: 2026-08-04
vocab-status confidence: low
vocab-status rationale: Low-confidence editorial migration from the legacy category; unrepresented facets remain unassessed.
vocab-evidence assessment: assessment-node:nucleus:development
vocab-evidence assessment: assessment-node:nucleus:mapStatus
vocab-research tier: specialist
vocab-tag: language
vocab-tag: inference
vocab-tag: evaluation
vocab-research question: Can decoding adapt to uncertainty and task risk without masking poor model calibration or amplifying bias?
vocab-paper association: paper-link-nucleus>1904.09751
vocab-claim fingerprint: 0a814e0b

Machine unlearning
type: DefinedTerm
type: Entity
type: vocab-ResearchDevelopment
description: Unlearning asks a trained model to remove the influence of selected data without full retraining. Verification, utility preservation and realistic deletion guarantees remain open research problems.
citation: Machine Unlearning
vocab-record type: atlasEntry
vocab-start year: 2019
vocab-end year: 2019
vocab-date label: 2019
vocab-lane: SAFETY, ALIGNMENT & INTERPRETABILITY
vocab-legacy classification: Active
vocab-legacy classification code: a
vocab-legacy classification label: Active
vocab-kind: development
vocab-significance: not_assessed
vocab-activity: active
vocab-trajectory: not_assessed
vocab-status as of: 2026-08-04
vocab-status confidence: low
vocab-status rationale: Low-confidence editorial migration from the legacy category; unrepresented facets remain unassessed.
vocab-evidence assessment: assessment-node:unlearning:development
vocab-evidence assessment: assessment-node:unlearning:mapStatus
vocab-research tier: specialist
vocab-tag: privacy
vocab-tag: data
vocab-tag: governance
vocab-research question: What evidence is sufficient to verify that a record's influence was removed from a large generative model?
vocab-paper association: paper-link-unlearning>1912.03817
vocab-claim fingerprint: 5c1ecdd4

Language-grounded embodied planning
type: DefinedTerm
type: Entity
type: vocab-ResearchDevelopment
description: Vision-and-language navigation and later SayCan ground language instructions in perception, affordances and executable skills. This is the planning bridge into robot foundation models.
citation: Vision-and-Language Navigation
citation: Do As I Can, Not As I Say: Grounding Language in Robotic Affordances
citation: Inner Monologue
vocab-record type: atlasEntry
vocab-start year: 2017
vocab-end year: 2017
vocab-date label: 2017
vocab-lane: ROBOTICS & EMBODIED AI
vocab-legacy classification: Active
vocab-legacy classification code: a
vocab-legacy classification label: Active
vocab-kind: development
vocab-significance: not_assessed
vocab-activity: active
vocab-trajectory: not_assessed
vocab-status as of: 2026-08-04
vocab-status confidence: low
vocab-status rationale: Low-confidence editorial migration from the legacy category; unrepresented facets remain unassessed.
vocab-evidence assessment: assessment-node:groundedplanning:development
vocab-evidence assessment: assessment-node:groundedplanning:mapStatus
vocab-research tier: specialist
vocab-tag: robotics
vocab-tag: planning
vocab-tag: agents
vocab-research question: How can language plans remain grounded under uncertain perception, changing affordances and execution failures?
vocab-paper association: paper-link-groundedplanning>1711.07280
vocab-paper association: paper-link-groundedplanning>2204.01691
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relationship-godel>turing36:dep
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type: Entity
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relationship-hebb49>hubel59:dep
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vocab-origin: curated_map
vocab-evidence grade: editorial
vocab-evidence assessment: assessment-relationship:hebb49>hubel59:dep
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vocab-origin: curated_map
vocab-evidence grade: editorial
vocab-evidence assessment: assessment-relationship:turing36>solomonoff:dep
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relationship-shannon48>kolmo:dep
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type: Entity
vocab-record type: relationship
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vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
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relationship-turing36>kolmo:dep
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type: Entity
vocab-record type: relationship
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vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
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vocab-evidence grade: contextual
vocab-evidence assessment: assessment-relationship:turing36>kolmo:dep
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relationship-turing36>complexity71:dep
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type: Entity
vocab-record type: relationship
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vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: curated_map
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relationship-turingtest>chineseroom:dep
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type: Entity
vocab-record type: relationship
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vocab-reviewed: false
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vocab-evidence assessment: assessment-relationship:turingtest>chineseroom:dep
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vocab-relationship type: editorial_association
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relationship-wiener48>freeenergy:dep
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relationship-dartmouth>lt56:dep
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vocab-legacy kind: dep
vocab-relationship type: editorial_association
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vocab-reviewed: false
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vocab-evidence grade: contextual
vocab-evidence assessment: assessment-relationship:dartmouth>lt56:dep
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relationship-logicprog>lt56:dep
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vocab-evidence grade: editorial
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vocab-reviewed: false
vocab-origin: curated_map
vocab-evidence grade: contextual
vocab-evidence assessment: assessment-relationship:dartmouth>lisp:dep
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relationship-lt56>gps:dep
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type: Entity
vocab-record type: relationship
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vocab-reviewed: false
vocab-origin: curated_map
vocab-evidence grade: contextual
vocab-evidence assessment: assessment-relationship:lt56>gps:dep
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relationship-cogrev>gps:dep
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vocab-relationship type: editorial_association
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vocab-reviewed: false
vocab-origin: curated_map
vocab-evidence grade: editorial
vocab-evidence assessment: assessment-relationship:cogrev>gps:dep
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relationship-lisp>advicetaker:dep
type: vocab-RelationshipAssertion
type: Entity
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vocab-legacy kind: dep
vocab-relationship type: editorial_association
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vocab-reviewed: false
vocab-origin: curated_map
vocab-evidence grade: editorial
vocab-evidence assessment: assessment-relationship:lisp>advicetaker:dep
vocab-claim fingerprint: e9adb0fb

relationship-logicprog>advicetaker:dep
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vocab-record type: relationship
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vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: curated_map
vocab-evidence grade: editorial
vocab-evidence assessment: assessment-relationship:logicprog>advicetaker:dep
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type: Entity
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vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: curated_map
vocab-evidence grade: editorial
vocab-evidence assessment: assessment-relationship:advicetaker>resolution:dep
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relationship-lt56>dendral:dep
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type: Entity
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vocab-relationship type: editorial_association
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vocab-reviewed: false
vocab-origin: curated_map
vocab-evidence grade: editorial
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relationship-cogrev>semanticnets:dep
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vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: curated_map
vocab-evidence grade: editorial
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relationship-lt56>shrdlu:dep
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type: Entity
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vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: curated_map
vocab-evidence grade: editorial
vocab-evidence assessment: assessment-relationship:lt56>shrdlu:dep
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relationship-chomsky>shrdlu:dep
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vocab-evidence grade: editorial
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relationship-resolution>prolog:dep
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vocab-target node: Prolog & logic programming
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: curated_map
vocab-evidence grade: contextual
vocab-evidence assessment: assessment-relationship:resolution>prolog:dep
vocab-claim fingerprint: 82a0b0e9

relationship-shrdlu>lighthill:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: SHRDLU & blocks world
vocab-target node: Lighthill Report → first AI winter
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: curated_map
vocab-evidence grade: contextual
vocab-evidence assessment: assessment-relationship:shrdlu>lighthill:dep
vocab-claim fingerprint: f692fa65

relationship-perceptronsbook>lighthill:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: 'Perceptrons' kills the field
vocab-target node: Lighthill Report → first AI winter
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: curated_map
vocab-evidence grade: editorial
vocab-evidence assessment: assessment-relationship:perceptronsbook>lighthill:dep
vocab-claim fingerprint: d59714c9

relationship-dendral>mycin:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: DENDRAL — first expert system
vocab-target node: MYCIN
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: curated_map
vocab-evidence grade: contextual
vocab-evidence assessment: assessment-relationship:dendral>mycin:dep
vocab-claim fingerprint: f0c60a28

relationship-semanticnets>frames:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: Semantic networks
vocab-target node: Frames (Minsky)
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: curated_map
vocab-evidence grade: contextual
vocab-evidence assessment: assessment-relationship:semanticnets>frames:dep
vocab-claim fingerprint: bf4ef39a

relationship-gps>ameurisko:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: General Problem Solver
vocab-target node: AM & EURISKO
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: curated_map
vocab-evidence grade: editorial
vocab-evidence assessment: assessment-relationship:gps>ameurisko:dep
vocab-claim fingerprint: 515f3004

relationship-gps>blackboard:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: General Problem Solver
vocab-target node: Blackboard architectures
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: curated_map
vocab-evidence grade: editorial
vocab-evidence assessment: assessment-relationship:gps>blackboard:dep
vocab-claim fingerprint: 8033eee5

relationship-mycin>xcon:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: MYCIN
vocab-target node: XCON at DEC
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: curated_map
vocab-evidence grade: contextual
vocab-evidence assessment: assessment-relationship:mycin>xcon:dep
vocab-claim fingerprint: c01ff308

relationship-advicetaker>nonmono:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: Advice Taker & the logicist creed
vocab-target node: Non-monotonic logic & frame problem
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: curated_map
vocab-evidence grade: editorial
vocab-evidence assessment: assessment-relationship:advicetaker>nonmono:dep
vocab-claim fingerprint: 22094fab

relationship-frames>nonmono:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: Frames (Minsky)
vocab-target node: Non-monotonic logic & frame problem
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: curated_map
vocab-evidence grade: editorial
vocab-evidence assessment: assessment-relationship:frames>nonmono:dep
vocab-claim fingerprint: 0a83d8b2

relationship-mycin>expertshells:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: MYCIN
vocab-target node: Expert-systems industry
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: curated_map
vocab-evidence grade: contextual
vocab-evidence assessment: assessment-relationship:mycin>expertshells:dep
vocab-claim fingerprint: 775babb3

relationship-xcon>expertshells:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: XCON at DEC
vocab-target node: Expert-systems industry
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: curated_map
vocab-evidence grade: contextual
vocab-evidence assessment: assessment-relationship:xcon>expertshells:dep
vocab-claim fingerprint: d920ee27

relationship-lispmachines>expertshells:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: Lisp machines
vocab-target node: Expert-systems industry
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: curated_map
vocab-evidence grade: contextual
vocab-evidence assessment: assessment-relationship:lispmachines>expertshells:dep
vocab-claim fingerprint: a5853cf1

relationship-lisp>lispmachines:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: LISP
vocab-target node: Lisp machines
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: curated_map
vocab-evidence grade: contextual
vocab-evidence assessment: assessment-relationship:lisp>lispmachines:dep
vocab-claim fingerprint: cae8e6be

relationship-prolog>fifthgen:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: Prolog & logic programming
vocab-target node: Fifth Generation Project
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: curated_map
vocab-evidence grade: contextual
vocab-evidence assessment: assessment-relationship:prolog>fifthgen:dep
vocab-claim fingerprint: eec14eec

relationship-gps>soar:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: General Problem Solver
vocab-target node: SOAR & ACT-R architectures
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: curated_map
vocab-evidence grade: editorial
vocab-evidence assessment: assessment-relationship:gps>soar:dep
vocab-claim fingerprint: 5c7f926d

relationship-frames>cbr:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: Frames (Minsky)
vocab-target node: Case-based reasoning
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: curated_map
vocab-evidence grade: contextual
vocab-evidence assessment: assessment-relationship:frames>cbr:dep
vocab-claim fingerprint: 43f5569f

relationship-frames>cyc:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: Frames (Minsky)
vocab-target node: Cyc — commonsense by hand
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: curated_map
vocab-evidence grade: contextual
vocab-evidence assessment: assessment-relationship:frames>cyc:dep
vocab-claim fingerprint: 08efd1e3

relationship-ameurisko>cyc:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: AM & EURISKO
vocab-target node: Cyc — commonsense by hand
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: curated_map
vocab-evidence grade: contextual
vocab-evidence assessment: assessment-relationship:ameurisko>cyc:dep
vocab-claim fingerprint: 9d3f433d

relationship-expertshells>aiwinter2:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: Expert-systems industry
vocab-target node: Second AI winter
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: curated_map
vocab-evidence grade: contextual
vocab-evidence assessment: assessment-relationship:expertshells>aiwinter2:dep
vocab-claim fingerprint: 2553f568

relationship-lispmachines>aiwinter2:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: Lisp machines
vocab-target node: Second AI winter
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: curated_map
vocab-evidence grade: contextual
vocab-evidence assessment: assessment-relationship:lispmachines>aiwinter2:dep
vocab-claim fingerprint: 46273219

relationship-fifthgen>aiwinter2:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: Fifth Generation Project
vocab-target node: Second AI winter
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: curated_map
vocab-evidence grade: contextual
vocab-evidence assessment: assessment-relationship:fifthgen>aiwinter2:dep
vocab-claim fingerprint: 545312e6

relationship-resolution>itp:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: Resolution theorem proving
vocab-target node: Interactive theorem provers
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: curated_map
vocab-evidence grade: editorial
vocab-evidence assessment: assessment-relationship:resolution>itp:dep
vocab-claim fingerprint: 6e6b9001

relationship-prolog>ilp:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: Prolog & logic programming
vocab-target node: Inductive logic programming
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: curated_map
vocab-evidence grade: contextual
vocab-evidence assessment: assessment-relationship:prolog>ilp:dep
vocab-claim fingerprint: d88ac5f8

relationship-dtrees>ilp:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: Decision trees (ID3/CART)
vocab-target node: Inductive logic programming
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: curated_map
vocab-evidence grade: editorial
vocab-evidence assessment: assessment-relationship:dtrees>ilp:dep
vocab-claim fingerprint: 9b34e87a

relationship-semanticnets>dlogic:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: Semantic networks
vocab-target node: Description logics & ontologies
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: curated_map
vocab-evidence grade: contextual
vocab-evidence assessment: assessment-relationship:semanticnets>dlogic:dep
vocab-claim fingerprint: 755314e2

relationship-frames>dlogic:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: Frames (Minsky)
vocab-target node: Description logics & ontologies
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: curated_map
vocab-evidence grade: contextual
vocab-evidence assessment: assessment-relationship:frames>dlogic:dep
vocab-claim fingerprint: 03515208

relationship-logicprog>fuzzy:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: Frege's Begriffsschrift → Hilbert's formalist program
vocab-target node: Fuzzy logic
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: curated_map
vocab-evidence grade: editorial
vocab-evidence assessment: assessment-relationship:logicprog>fuzzy:dep
vocab-claim fingerprint: 2e445ba2

relationship-dlogic>semweb:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: Description logics & ontologies
vocab-target node: Semantic Web (RDF/OWL)
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: curated_map
vocab-evidence grade: contextual
vocab-evidence assessment: assessment-relationship:dlogic>semweb:dep
vocab-claim fingerprint: 4bf1ad0d

relationship-internetdata>semweb:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: The web as dataset
vocab-target node: Semantic Web (RDF/OWL)
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: curated_map
vocab-evidence grade: editorial
vocab-evidence assessment: assessment-relationship:internetdata>semweb:dep
vocab-claim fingerprint: 07576f00

relationship-semanticnets>kgraphs:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: Semantic networks
vocab-target node: Knowledge graphs at scale
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: curated_map
vocab-evidence grade: contextual
vocab-evidence assessment: assessment-relationship:semanticnets>kgraphs:dep
vocab-claim fingerprint: 0e46c938

relationship-semweb>kgraphs:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: Semantic Web (RDF/OWL)
vocab-target node: Knowledge graphs at scale
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: curated_map
vocab-evidence grade: contextual
vocab-evidence assessment: assessment-relationship:semweb>kgraphs:dep
vocab-claim fingerprint: 79e766ff

relationship-conndebate>neurosymbolic:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: Symbolic vs connectionist war
vocab-target node: Neuro-symbolic AI
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: curated_map
vocab-evidence grade: contextual
vocab-evidence assessment: assessment-relationship:conndebate>neurosymbolic:dep
vocab-claim fingerprint: 9c403d68

relationship-kgraphs>neurosymbolic:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: Knowledge graphs at scale
vocab-target node: Neuro-symbolic AI
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: curated_map
vocab-evidence grade: editorial
vocab-evidence assessment: assessment-relationship:kgraphs>neurosymbolic:dep
vocab-claim fingerprint: 536ad0ff

relationship-transformer>neurosymbolic:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: Transformer
vocab-target node: Neuro-symbolic AI
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: curated_map
vocab-evidence grade: contextual
vocab-evidence assessment: assessment-relationship:transformer>neurosymbolic:dep
vocab-claim fingerprint: 7cda4c10

relationship-neuralprog>neurosymbolic:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: Neural-guided program synthesis
vocab-target node: Neuro-symbolic AI
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: research_extension
vocab-evidence grade: unassessed
vocab-evidence assessment: assessment-relationship:neuralprog>neurosymbolic:dep
vocab-claim fingerprint: 48e6852c

relationship-itp>gap neurosym:gap
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: Interactive theorem provers
vocab-target node: Symbolic rigor at LLM scale
vocab-legacy kind: gap
vocab-relationship type: proposed_combination
vocab-rationale: Editorially proposed research combination; not a claim that the work already exists.
vocab-reviewed: true
vocab-origin: curated_map
vocab-evidence grade: hypothesis
vocab-evidence assessment: assessment-relationship:itp>gap neurosym:gap
vocab-claim fingerprint: 41a94b99

relationship-frontier26>gap neurosym:gap
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: Frontier assistants (GPT-5, Gemini 3, Claude)
vocab-target node: Symbolic rigor at LLM scale
vocab-legacy kind: gap
vocab-relationship type: proposed_combination
vocab-rationale: Editorially proposed research combination; not a claim that the work already exists.
vocab-reviewed: true
vocab-origin: curated_map
vocab-evidence grade: hypothesis
vocab-evidence assessment: assessment-relationship:frontier26>gap neurosym:gap
vocab-claim fingerprint: 18c58dab

relationship-neurosymbolic>gap neurosym:gap
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: Neuro-symbolic AI
vocab-target node: Symbolic rigor at LLM scale
vocab-legacy kind: gap
vocab-relationship type: proposed_combination
vocab-rationale: Editorially proposed research combination; not a claim that the work already exists.
vocab-reviewed: true
vocab-origin: curated_map
vocab-evidence grade: hypothesis
vocab-evidence assessment: assessment-relationship:neurosymbolic>gap neurosym:gap
vocab-claim fingerprint: 6441fea9

relationship-shannon48>shannonchess:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: Information theory
vocab-target node: Shannon's chess blueprint
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: curated_map
vocab-evidence grade: editorial
vocab-evidence assessment: assessment-relationship:shannon48>shannonchess:dep
vocab-claim fingerprint: bdf53c9c

relationship-turing36>shannonchess:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: Turing machine
vocab-target node: Shannon's chess blueprint
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: curated_map
vocab-evidence grade: editorial
vocab-evidence assessment: assessment-relationship:turing36>shannonchess:dep
vocab-claim fingerprint: 5d86ada1

relationship-shannonchess>minimaxab:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: Shannon's chess blueprint
vocab-target node: Alpha–beta & heuristic search
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: curated_map
vocab-evidence grade: contextual
vocab-evidence assessment: assessment-relationship:shannonchess>minimaxab:dep
vocab-claim fingerprint: 1d5e25cd

relationship-lt56>minimaxab:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: Logic Theorist
vocab-target node: Alpha–beta & heuristic search
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: curated_map
vocab-evidence grade: editorial
vocab-evidence assessment: assessment-relationship:lt56>minimaxab:dep
vocab-claim fingerprint: 7196a2b3

relationship-minimaxab>astar:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: Alpha–beta & heuristic search
vocab-target node: A* search
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: curated_map
vocab-evidence grade: contextual
vocab-evidence assessment: assessment-relationship:minimaxab>astar:dep
vocab-claim fingerprint: dc528d37

relationship-gps>strips:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: General Problem Solver
vocab-target node: STRIPS planning
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: curated_map
vocab-evidence grade: editorial
vocab-evidence assessment: assessment-relationship:gps>strips:dep
vocab-claim fingerprint: b184108b

relationship-astar>strips:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: A* search
vocab-target node: STRIPS planning
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: curated_map
vocab-evidence grade: editorial
vocab-evidence assessment: assessment-relationship:astar>strips:dep
vocab-claim fingerprint: 1a6a09ba

relationship-roberts63>csp:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: Blocks-world vision
vocab-target node: Constraint satisfaction
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: curated_map
vocab-evidence grade: editorial
vocab-evidence assessment: assessment-relationship:roberts63>csp:dep
vocab-claim fingerprint: 11d74c84

relationship-strips>csp:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: STRIPS planning
vocab-target node: Constraint satisfaction
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: curated_map
vocab-evidence grade: editorial
vocab-evidence assessment: assessment-relationship:strips>csp:dep
vocab-claim fingerprint: d8dd0909

relationship-minimaxab>chinook:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: Alpha–beta & heuristic search
vocab-target node: Checkers conquered (Chinook)
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: curated_map
vocab-evidence grade: editorial
vocab-evidence assessment: assessment-relationship:minimaxab>chinook:dep
vocab-claim fingerprint: 0322d33f

relationship-samuel>chinook:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: Samuel's checkers learner
vocab-target node: Checkers conquered (Chinook)
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: curated_map
vocab-evidence grade: editorial
vocab-evidence assessment: assessment-relationship:samuel>chinook:dep
vocab-claim fingerprint: 318be358

relationship-minimaxab>deepblue:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: Alpha–beta & heuristic search
vocab-target node: Deep Blue beats Kasparov
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: curated_map
vocab-evidence grade: contextual
vocab-evidence assessment: assessment-relationship:minimaxab>deepblue:dep
vocab-claim fingerprint: 715096c2

relationship-moore>deepblue:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: Moore's law
vocab-target node: Deep Blue beats Kasparov
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: curated_map
vocab-evidence grade: editorial
vocab-evidence assessment: assessment-relationship:moore>deepblue:dep
vocab-claim fingerprint: 7be917d2

relationship-strips>planningpddl:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: STRIPS planning
vocab-target node: Classical planning & PDDL
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: curated_map
vocab-evidence grade: contextual
vocab-evidence assessment: assessment-relationship:strips>planningpddl:dep
vocab-claim fingerprint: b9d30eac

relationship-csp>satsolvers:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: Constraint satisfaction
vocab-target node: Modern SAT/SMT solvers
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: curated_map
vocab-evidence grade: contextual
vocab-evidence assessment: assessment-relationship:csp>satsolvers:dep
vocab-claim fingerprint: edcf0c26

relationship-resolution>satsolvers:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: Resolution theorem proving
vocab-target node: Modern SAT/SMT solvers
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: curated_map
vocab-evidence grade: contextual
vocab-evidence assessment: assessment-relationship:resolution>satsolvers:dep
vocab-claim fingerprint: fa35c8ce

relationship-minimaxab>mcts:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: Alpha–beta & heuristic search
vocab-target node: Monte Carlo Tree Search
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: curated_map
vocab-evidence grade: contextual
vocab-evidence assessment: assessment-relationship:minimaxab>mcts:dep
vocab-claim fingerprint: d7e03a09

relationship-bandits>mcts:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: Multi-armed bandits
vocab-target node: Monte Carlo Tree Search
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: curated_map
vocab-evidence grade: editorial
vocab-evidence assessment: assessment-relationship:bandits>mcts:dep
vocab-claim fingerprint: f20add4c

relationship-gametheory>poker:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: Game theory (von Neumann–Morgenstern)
vocab-target node: Imperfect-info games solved
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: curated_map
vocab-evidence grade: contextual
vocab-evidence assessment: assessment-relationship:gametheory>poker:dep
vocab-claim fingerprint: 0b68cfba

relationship-mcts>poker:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: Monte Carlo Tree Search
vocab-target node: Imperfect-info games solved
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: curated_map
vocab-evidence grade: editorial
vocab-evidence assessment: assessment-relationship:mcts>poker:dep
vocab-claim fingerprint: 4d4fe7e4

relationship-mcts>llmsearch:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: Monte Carlo Tree Search
vocab-target node: LLM-guided search
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: curated_map
vocab-evidence grade: editorial
vocab-evidence assessment: assessment-relationship:mcts>llmsearch:dep
vocab-claim fingerprint: 7e50c1e6

relationship-cot>llmsearch:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: Chain-of-thought prompting
vocab-target node: LLM-guided search
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: curated_map
vocab-evidence grade: editorial
vocab-evidence assessment: assessment-relationship:cot>llmsearch:dep
vocab-claim fingerprint: 1ce90ad5

relationship-planningpddl>llmsearch:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: Classical planning & PDDL
vocab-target node: LLM-guided search
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: research_extension
vocab-evidence grade: unassessed
vocab-evidence assessment: assessment-relationship:planningpddl>llmsearch:dep
vocab-claim fingerprint: ff0f288a

relationship-stats25>bandits:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: Statistical inference (Fisher; Bayes)
vocab-target node: Multi-armed bandits
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: curated_map
vocab-evidence grade: editorial
vocab-evidence assessment: assessment-relationship:stats25>bandits:dep
vocab-claim fingerprint: 149e3171

relationship-markov>mdp:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: Markov chains (1906→1913)
vocab-target node: MDPs & Bellman equations
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: curated_map
vocab-evidence grade: contextual
vocab-evidence assessment: assessment-relationship:markov>mdp:dep
vocab-claim fingerprint: 4d6d74d7

relationship-gametheory>mdp:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: Game theory (von Neumann–Morgenstern)
vocab-target node: MDPs & Bellman equations
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: curated_map
vocab-evidence grade: contextual
vocab-evidence assessment: assessment-relationship:gametheory>mdp:dep
vocab-claim fingerprint: 78a8ce34

relationship-shannonchess>samuel:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: Shannon's chess blueprint
vocab-target node: Samuel's checkers learner
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: curated_map
vocab-evidence grade: editorial
vocab-evidence assessment: assessment-relationship:shannonchess>samuel:dep
vocab-claim fingerprint: 1d6a8854

relationship-samuel>tdlearning:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: Samuel's checkers learner
vocab-target node: Temporal-difference learning
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: curated_map
vocab-evidence grade: editorial
vocab-evidence assessment: assessment-relationship:samuel>tdlearning:dep
vocab-claim fingerprint: 479690f3

relationship-mdp>tdlearning:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: MDPs & Bellman equations
vocab-target node: Temporal-difference learning
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: curated_map
vocab-evidence grade: contextual
vocab-evidence assessment: assessment-relationship:mdp>tdlearning:dep
vocab-claim fingerprint: b1cc6bdf

relationship-tdlearning>qlearning:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: Temporal-difference learning
vocab-target node: Q-learning
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: curated_map
vocab-evidence grade: contextual
vocab-evidence assessment: assessment-relationship:tdlearning>qlearning:dep
vocab-claim fingerprint: 83384fdb

relationship-tdlearning>tdgammon:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: Temporal-difference learning
vocab-target node: TD-Gammon
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: curated_map
vocab-evidence grade: contextual
vocab-evidence assessment: assessment-relationship:tdlearning>tdgammon:dep
vocab-claim fingerprint: eff13cb5

relationship-backprop>tdgammon:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: Backpropagation
vocab-target node: TD-Gammon
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: curated_map
vocab-evidence grade: contextual
vocab-evidence assessment: assessment-relationship:backprop>tdgammon:dep
vocab-claim fingerprint: acc2dbd1

relationship-mdp>policygrad:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: MDPs & Bellman equations
vocab-target node: Policy gradients (REINFORCE → actor–critic)
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: curated_map
vocab-evidence grade: contextual
vocab-evidence assessment: assessment-relationship:mdp>policygrad:dep
vocab-claim fingerprint: 293dfe4f

relationship-sgd>policygrad:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: Stochastic gradient descent
vocab-target node: Policy gradients (REINFORCE → actor–critic)
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: curated_map
vocab-evidence grade: contextual
vocab-evidence assessment: assessment-relationship:sgd>policygrad:dep
vocab-claim fingerprint: 1047be14

relationship-tdlearning>policygrad:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: Temporal-difference learning
vocab-target node: Policy gradients (REINFORCE → actor–critic)
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: curated_map
vocab-evidence grade: contextual
vocab-evidence assessment: assessment-relationship:tdlearning>policygrad:dep
vocab-claim fingerprint: 218597fc

relationship-tdlearning>dopamine:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: Temporal-difference learning
vocab-target node: Dopamine = TD error
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: curated_map
vocab-evidence grade: contextual
vocab-evidence assessment: assessment-relationship:tdlearning>dopamine:dep
vocab-claim fingerprint: 5f1f9c73

relationship-qlearning>rlbook:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: Q-learning
vocab-target node: RL synthesis (Sutton & Barto)
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: curated_map
vocab-evidence grade: contextual
vocab-evidence assessment: assessment-relationship:qlearning>rlbook:dep
vocab-claim fingerprint: 1b6b6134

relationship-tdlearning>rlbook:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: Temporal-difference learning
vocab-target node: RL synthesis (Sutton & Barto)
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: curated_map
vocab-evidence grade: contextual
vocab-evidence assessment: assessment-relationship:tdlearning>rlbook:dep
vocab-claim fingerprint: 0d030b9d

relationship-rlbook>hrl:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: RL synthesis (Sutton & Barto)
vocab-target node: Hierarchical RL (options)
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: curated_map
vocab-evidence grade: editorial
vocab-evidence assessment: assessment-relationship:rlbook>hrl:dep
vocab-claim fingerprint: fbd64295

relationship-qlearning>dqn:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: Q-learning
vocab-target node: DQN — Atari from pixels
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: curated_map
vocab-evidence grade: contextual
vocab-evidence assessment: assessment-relationship:qlearning>dqn:dep
vocab-claim fingerprint: 6e9f3912

relationship-alexnet>dqn:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: AlexNet — the big bang
vocab-target node: DQN — Atari from pixels
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: curated_map
vocab-evidence grade: contextual
vocab-evidence assessment: assessment-relationship:alexnet>dqn:dep
vocab-claim fingerprint: 465bfba8

relationship-mcts>alphago:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: Monte Carlo Tree Search
vocab-target node: AlphaGo beats Lee Sedol
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: curated_map
vocab-evidence grade: contextual
vocab-evidence assessment: assessment-relationship:mcts>alphago:dep
vocab-claim fingerprint: 1e922d83

relationship-dqn>alphago:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: DQN — Atari from pixels
vocab-target node: AlphaGo beats Lee Sedol
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: curated_map
vocab-evidence grade: editorial
vocab-evidence assessment: assessment-relationship:dqn>alphago:dep
vocab-claim fingerprint: 55beb7a5

relationship-tdgammon>alphago:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: TD-Gammon
vocab-target node: AlphaGo beats Lee Sedol
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: curated_map
vocab-evidence grade: editorial
vocab-evidence assessment: assessment-relationship:tdgammon>alphago:dep
vocab-claim fingerprint: ff2ba8b5

relationship-alphago>alphazero:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: AlphaGo beats Lee Sedol
vocab-target node: AlphaZero / MuZero
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: curated_map
vocab-evidence grade: contextual
vocab-evidence assessment: assessment-relationship:alphago>alphazero:dep
vocab-claim fingerprint: 4d8fa7e8

relationship-rlbook>a3cppo:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: RL synthesis (Sutton & Barto)
vocab-target node: Policy-gradient workhorses (PPO)
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: curated_map
vocab-evidence grade: contextual
vocab-evidence assessment: assessment-relationship:rlbook>a3cppo:dep
vocab-claim fingerprint: fdfae8fb

relationship-dqn>a3cppo:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: DQN — Atari from pixels
vocab-target node: Policy-gradient workhorses (PPO)
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: curated_map
vocab-evidence grade: contextual
vocab-evidence assessment: assessment-relationship:dqn>a3cppo:dep
vocab-claim fingerprint: 813ea423

relationship-policygrad>a3cppo:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: Policy gradients (REINFORCE → actor–critic)
vocab-target node: Policy-gradient workhorses (PPO)
vocab-legacy kind: dep
vocab-relationship type: extends
vocab-rationale: The later policy-optimization family explicitly extends policy-gradient methods.
vocab-reviewed: true
vocab-origin: curated_map
vocab-evidence grade: direct
vocab-evidence assessment: assessment-relationship:policygrad>a3cppo:dep
vocab-claim fingerprint: 50556dc7

relationship-dqn>curiosity:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: DQN — Atari from pixels
vocab-target node: Curiosity & intrinsic motivation
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: curated_map
vocab-evidence grade: editorial
vocab-evidence assessment: assessment-relationship:dqn>curiosity:dep
vocab-claim fingerprint: f45686fe

relationship-rlbook>curiosity:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: RL synthesis (Sutton & Barto)
vocab-target node: Curiosity & intrinsic motivation
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: curated_map
vocab-evidence grade: contextual
vocab-evidence assessment: assessment-relationship:rlbook>curiosity:dep
vocab-claim fingerprint: 05a5a8b6

relationship-gametheory>marl:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: Game theory (von Neumann–Morgenstern)
vocab-target node: Multi-agent RL
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: curated_map
vocab-evidence grade: contextual
vocab-evidence assessment: assessment-relationship:gametheory>marl:dep
vocab-claim fingerprint: 5dfbf121

relationship-dqn>marl:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: DQN — Atari from pixels
vocab-target node: Multi-agent RL
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: curated_map
vocab-evidence grade: contextual
vocab-evidence assessment: assessment-relationship:dqn>marl:dep
vocab-claim fingerprint: b2c3a5b9

relationship-vae>worldmodels18:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: Variational autoencoders
vocab-target node: World Models (Ha & Schmidhuber)
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: curated_map
vocab-evidence grade: contextual
vocab-evidence assessment: assessment-relationship:vae>worldmodels18:dep
vocab-claim fingerprint: f79ddcc3

relationship-lstm>worldmodels18:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: LSTM
vocab-target node: World Models (Ha & Schmidhuber)
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: curated_map
vocab-evidence grade: contextual
vocab-evidence assessment: assessment-relationship:lstm>worldmodels18:dep
vocab-claim fingerprint: ec81beb5

relationship-worldmodels18>modelbased:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: World Models (Ha & Schmidhuber)
vocab-target node: Model-based RL (Dreamer)
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: curated_map
vocab-evidence grade: editorial
vocab-evidence assessment: assessment-relationship:worldmodels18>modelbased:dep
vocab-claim fingerprint: 5eaea071

relationship-rlbook>modelbased:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: RL synthesis (Sutton & Barto)
vocab-target node: Model-based RL (Dreamer)
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: curated_map
vocab-evidence grade: contextual
vocab-evidence assessment: assessment-relationship:rlbook>modelbased:dep
vocab-claim fingerprint: 7510aef5

relationship-alphago>dota5:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: AlphaGo beats Lee Sedol
vocab-target node: OpenAI Five & AlphaStar
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: curated_map
vocab-evidence grade: editorial
vocab-evidence assessment: assessment-relationship:alphago>dota5:dep
vocab-claim fingerprint: a6b4cfcb

relationship-a3cppo>dota5:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: Policy-gradient workhorses (PPO)
vocab-target node: OpenAI Five & AlphaStar
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: curated_map
vocab-evidence grade: contextual
vocab-evidence assessment: assessment-relationship:a3cppo>dota5:dep
vocab-claim fingerprint: a5e4f5c3

relationship-neat>openended:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: Neuroevolution (NEAT)
vocab-target node: Open-endedness (POET)
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: curated_map
vocab-evidence grade: editorial
vocab-evidence assessment: assessment-relationship:neat>openended:dep
vocab-claim fingerprint: 684b0530

relationship-curiosity>openended:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: Curiosity & intrinsic motivation
vocab-target node: Open-endedness (POET)
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: curated_map
vocab-evidence grade: editorial
vocab-evidence assessment: assessment-relationship:curiosity>openended:dep
vocab-claim fingerprint: 11cd7a81

relationship-mapelites>openended:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: Quality-diversity search (MAP-Elites)
vocab-target node: Open-endedness (POET)
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: research_extension
vocab-evidence grade: unassessed
vocab-evidence assessment: assessment-relationship:mapelites>openended:dep
vocab-claim fingerprint: c33c398e

relationship-dqn>offlinerl:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: DQN — Atari from pixels
vocab-target node: Offline RL & sequence policies
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: curated_map
vocab-evidence grade: editorial
vocab-evidence assessment: assessment-relationship:dqn>offlinerl:dep
vocab-claim fingerprint: 3844906e

relationship-rlbook>offlinerl:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: RL synthesis (Sutton & Barto)
vocab-target node: Offline RL & sequence policies
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: curated_map
vocab-evidence grade: contextual
vocab-evidence assessment: assessment-relationship:rlbook>offlinerl:dep
vocab-claim fingerprint: 3c02ee16

relationship-transformer>offlinerl:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: Transformer
vocab-target node: Offline RL & sequence policies
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: research_extension
vocab-evidence grade: unassessed
vocab-evidence assessment: assessment-relationship:transformer>offlinerl:dep
vocab-claim fingerprint: dadb603e

relationship-continuousrl>offlinerl:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: Deep continuous control (DDPG → SAC)
vocab-target node: Offline RL & sequence policies
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: research_extension
vocab-evidence grade: unassessed
vocab-evidence assessment: assessment-relationship:continuousrl>offlinerl:dep
vocab-claim fingerprint: cfee98cc

relationship-imitation>offlinerl:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: Modern imitation learning (DAgger → GAIL)
vocab-target node: Offline RL & sequence policies
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: research_extension
vocab-evidence grade: unassessed
vocab-evidence assessment: assessment-relationship:imitation>offlinerl:dep
vocab-claim fingerprint: 2ad880b5

relationship-transformer>gato:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: Transformer
vocab-target node: Generalist agents (Gato)
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: curated_map
vocab-evidence grade: contextual
vocab-evidence assessment: assessment-relationship:transformer>gato:dep
vocab-claim fingerprint: 778300d4

relationship-dqn>gato:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: DQN — Atari from pixels
vocab-target node: Generalist agents (Gato)
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: curated_map
vocab-evidence grade: editorial
vocab-evidence assessment: assessment-relationship:dqn>gato:dep
vocab-claim fingerprint: e4207964

relationship-offlinerl>gato:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: Offline RL & sequence policies
vocab-target node: Generalist agents (Gato)
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: research_extension
vocab-evidence grade: unassessed
vocab-evidence assessment: assessment-relationship:offlinerl>gato:dep
vocab-claim fingerprint: dc4f5a8e

relationship-chatgpt>agentsllm:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: ChatGPT moment
vocab-target node: LLM agents & tool use
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: curated_map
vocab-evidence grade: contextual
vocab-evidence assessment: assessment-relationship:chatgpt>agentsllm:dep
vocab-claim fingerprint: d6caa34a

relationship-cot>agentsllm:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: Chain-of-thought prompting
vocab-target node: LLM agents & tool use
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: curated_map
vocab-evidence grade: contextual
vocab-evidence assessment: assessment-relationship:cot>agentsllm:dep
vocab-claim fingerprint: af798e8f

relationship-codegen>agentsllm:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: Code generation (Codex→Copilot)
vocab-target node: LLM agents & tool use
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: curated_map
vocab-evidence grade: contextual
vocab-evidence assessment: assessment-relationship:codegen>agentsllm:dep
vocab-claim fingerprint: 2a73d4e4

relationship-denseretrieval>agentsllm:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: Dense neural retrieval & dual encoders
vocab-target node: LLM agents & tool use
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: research_extension
vocab-evidence grade: unassessed
vocab-evidence assessment: assessment-relationship:denseretrieval>agentsllm:dep
vocab-claim fingerprint: 8d87f7f8

relationship-groundedplanning>agentsllm:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: Language-grounded embodied planning
vocab-target node: LLM agents & tool use
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: research_extension
vocab-evidence grade: unassessed
vocab-evidence assessment: assessment-relationship:groundedplanning>agentsllm:dep
vocab-claim fingerprint: 3af6e8e6

relationship-a3cppo>rlvr:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: Policy-gradient workhorses (PPO)
vocab-target node: RL on verifiable rewards
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: curated_map
vocab-evidence grade: contextual
vocab-evidence assessment: assessment-relationship:a3cppo>rlvr:dep
vocab-claim fingerprint: 79834fb4

relationship-cot>rlvr:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: Chain-of-thought prompting
vocab-target node: RL on verifiable rewards
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: curated_map
vocab-evidence grade: contextual
vocab-evidence assessment: assessment-relationship:cot>rlvr:dep
vocab-claim fingerprint: c78c8c9c

relationship-rlhf>rlvr:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: RLHF — learning from preferences
vocab-target node: RL on verifiable rewards
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: curated_map
vocab-evidence grade: contextual
vocab-evidence assessment: assessment-relationship:rlhf>rlvr:dep
vocab-claim fingerprint: 098d09d6

relationship-openended>gap openended:gap
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: Open-endedness (POET)
vocab-target node: Robust, general open-ended self-improvement
vocab-legacy kind: gap
vocab-relationship type: proposed_combination
vocab-rationale: Editorially proposed research combination; not a claim that the work already exists.
vocab-reviewed: true
vocab-origin: curated_map
vocab-evidence grade: hypothesis
vocab-evidence assessment: assessment-relationship:openended>gap openended:gap
vocab-claim fingerprint: 0dca26ea

relationship-agentsllm>gap openended:gap
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: LLM agents & tool use
vocab-target node: Robust, general open-ended self-improvement
vocab-legacy kind: gap
vocab-relationship type: proposed_combination
vocab-rationale: Editorially proposed research combination; not a claim that the work already exists.
vocab-reviewed: true
vocab-origin: curated_map
vocab-evidence grade: hypothesis
vocab-evidence assessment: assessment-relationship:agentsllm>gap openended:gap
vocab-claim fingerprint: 5ec36d59

relationship-alphaevolve>gap openended:gap
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: LLM-guided evolution (AlphaEvolve)
vocab-target node: Robust, general open-ended self-improvement
vocab-legacy kind: gap
vocab-relationship type: proposed_combination
vocab-rationale: Editorially proposed research combination; not a claim that the work already exists.
vocab-reviewed: true
vocab-origin: curated_map
vocab-evidence grade: hypothesis
vocab-evidence assessment: assessment-relationship:alphaevolve>gap openended:gap
vocab-claim fingerprint: 98568db1

relationship-selfgenagents>gap openended:gap
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: Self-generated curricula & self-editing agents
vocab-target node: Robust, general open-ended self-improvement
vocab-legacy kind: gap
vocab-relationship type: proposed_combination
vocab-rationale: Editorially proposed research combination; not a claim that the work already exists.
vocab-reviewed: true
vocab-origin: research_extension
vocab-evidence grade: hypothesis
vocab-evidence assessment: assessment-relationship:selfgenagents>gap openended:gap
vocab-claim fingerprint: 71034ba4

relationship-mcculloch43>perceptron:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: McCulloch–Pitts neuron
vocab-target node: Perceptron (Rosenblatt)
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: curated_map
vocab-evidence grade: contextual
vocab-evidence assessment: assessment-relationship:mcculloch43>perceptron:dep
vocab-claim fingerprint: 91d746a3

relationship-hebb49>perceptron:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: Hebbian learning
vocab-target node: Perceptron (Rosenblatt)
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: curated_map
vocab-evidence grade: editorial
vocab-evidence assessment: assessment-relationship:hebb49>perceptron:dep
vocab-claim fingerprint: 07b8cc46

relationship-perceptron>adaline:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: Perceptron (Rosenblatt)
vocab-target node: ADALINE & delta rule
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: curated_map
vocab-evidence grade: contextual
vocab-evidence assessment: assessment-relationship:perceptron>adaline:dep
vocab-claim fingerprint: 2fe97ad0

relationship-perceptron>perceptronsbook:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: Perceptron (Rosenblatt)
vocab-target node: 'Perceptrons' kills the field
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: curated_map
vocab-evidence grade: contextual
vocab-evidence assessment: assessment-relationship:perceptron>perceptronsbook:dep
vocab-claim fingerprint: e95c9f64

relationship-hubel59>neocognitron:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: Hubel & Wiesel visual cortex
vocab-target node: Neocognitron
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: curated_map
vocab-evidence grade: editorial
vocab-evidence assessment: assessment-relationship:hubel59>neocognitron:dep
vocab-claim fingerprint: b7fb2d3b

relationship-perceptron>neocognitron:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: Perceptron (Rosenblatt)
vocab-target node: Neocognitron
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: curated_map
vocab-evidence grade: editorial
vocab-evidence assessment: assessment-relationship:perceptron>neocognitron:dep
vocab-claim fingerprint: b812b77d

relationship-hebb49>hopfield:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: Hebbian learning
vocab-target node: Hopfield networks
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: curated_map
vocab-evidence grade: contextual
vocab-evidence assessment: assessment-relationship:hebb49>hopfield:dep
vocab-claim fingerprint: ee3ee111

relationship-hopfield>boltzmann:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: Hopfield networks
vocab-target node: Boltzmann machines
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: curated_map
vocab-evidence grade: contextual
vocab-evidence assessment: assessment-relationship:hopfield>boltzmann:dep
vocab-claim fingerprint: 7ba134e4

relationship-boltzmann>rbm:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: Boltzmann machines
vocab-target node: Restricted Boltzmann machines
vocab-legacy kind: dep
vocab-relationship type: extends
vocab-rationale: Restricted Boltzmann machines are a constrained Boltzmann-machine form.
vocab-reviewed: true
vocab-origin: curated_map
vocab-evidence grade: direct
vocab-evidence assessment: assessment-relationship:boltzmann>rbm:dep
vocab-claim fingerprint: b0ea8d55

relationship-adaline>backprop:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: ADALINE & delta rule
vocab-target node: Backpropagation
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: curated_map
vocab-evidence grade: contextual
vocab-evidence assessment: assessment-relationship:adaline>backprop:dep
vocab-claim fingerprint: 1aaed640

relationship-perceptronsbook>backprop:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: 'Perceptrons' kills the field
vocab-target node: Backpropagation
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: curated_map
vocab-evidence grade: editorial
vocab-evidence assessment: assessment-relationship:perceptronsbook>backprop:dep
vocab-claim fingerprint: 41455ae0

relationship-backprop>pdp86:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: Backpropagation
vocab-target node: PDP & connectionism revival
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: curated_map
vocab-evidence grade: editorial
vocab-evidence assessment: assessment-relationship:backprop>pdp86:dep
vocab-claim fingerprint: cf4e2244

relationship-boltzmann>pdp86:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: Boltzmann machines
vocab-target node: PDP & connectionism revival
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: curated_map
vocab-evidence grade: contextual
vocab-evidence assessment: assessment-relationship:boltzmann>pdp86:dep
vocab-claim fingerprint: 5caa7fb3

relationship-backprop>universalapprox:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: Backpropagation
vocab-target node: Universal approximation
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: curated_map
vocab-evidence grade: contextual
vocab-evidence assessment: assessment-relationship:backprop>universalapprox:dep
vocab-claim fingerprint: c4f73e5f

relationship-neocognitron>cnn89:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: Neocognitron
vocab-target node: LeNet CNNs
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: curated_map
vocab-evidence grade: editorial
vocab-evidence assessment: assessment-relationship:neocognitron>cnn89:dep
vocab-claim fingerprint: 1c96d8b5

relationship-backprop>cnn89:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: Backpropagation
vocab-target node: LeNet CNNs
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: curated_map
vocab-evidence grade: contextual
vocab-evidence assessment: assessment-relationship:backprop>cnn89:dep
vocab-claim fingerprint: 95f94bac

relationship-backprop>rnn:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: Backpropagation
vocab-target node: Recurrent networks
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: curated_map
vocab-evidence grade: contextual
vocab-evidence assessment: assessment-relationship:backprop>rnn:dep
vocab-claim fingerprint: fb9e1198

relationship-rnn>vanishing:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: Recurrent networks
vocab-target node: Vanishing-gradient diagnosis
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: curated_map
vocab-evidence grade: contextual
vocab-evidence assessment: assessment-relationship:rnn>vanishing:dep
vocab-claim fingerprint: 57385f0f

relationship-rnn>lstm:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: Recurrent networks
vocab-target node: LSTM
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: curated_map
vocab-evidence grade: contextual
vocab-evidence assessment: assessment-relationship:rnn>lstm:dep
vocab-claim fingerprint: 417860e0

relationship-vanishing>lstm:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: Vanishing-gradient diagnosis
vocab-target node: LSTM
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: curated_map
vocab-evidence grade: contextual
vocab-evidence assessment: assessment-relationship:vanishing>lstm:dep
vocab-claim fingerprint: 6f338ea5

relationship-rbm>dbn:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: Restricted Boltzmann machines
vocab-target node: Deep belief nets & pretraining
vocab-legacy kind: dep
vocab-relationship type: component
vocab-rationale: Deep belief networks were constructed from stacked restricted Boltzmann machines.
vocab-reviewed: true
vocab-origin: curated_map
vocab-evidence grade: direct
vocab-evidence assessment: assessment-relationship:rbm>dbn:dep
vocab-claim fingerprint: 8df793fe

relationship-vanishing>dbn:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: Vanishing-gradient diagnosis
vocab-target node: Deep belief nets & pretraining
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: curated_map
vocab-evidence grade: contextual
vocab-evidence assessment: assessment-relationship:vanishing>dbn:dep
vocab-claim fingerprint: 87e12931

relationship-backprop>autoencoders:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: Backpropagation
vocab-target node: Autoencoders
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: curated_map
vocab-evidence grade: contextual
vocab-evidence assessment: assessment-relationship:backprop>autoencoders:dep
vocab-claim fingerprint: fd0ad140

relationship-dbn>autoencoders:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: Deep belief nets & pretraining
vocab-target node: Autoencoders
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: curated_map
vocab-evidence grade: contextual
vocab-evidence assessment: assessment-relationship:dbn>autoencoders:dep
vocab-claim fingerprint: 9bed9232

relationship-seq2seq>attention:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: seq2seq encoder–decoder
vocab-target node: Attention mechanism
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: curated_map
vocab-evidence grade: contextual
vocab-evidence assessment: assessment-relationship:seq2seq>attention:dep
vocab-claim fingerprint: 0d17064c

relationship-lstm>ntm:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: LSTM
vocab-target node: Neural Turing Machines / DNC
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: curated_map
vocab-evidence grade: contextual
vocab-evidence assessment: assessment-relationship:lstm>ntm:dep
vocab-claim fingerprint: 85ef9a53

relationship-turing36>ntm:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: Turing machine
vocab-target node: Neural Turing Machines / DNC
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: curated_map
vocab-evidence grade: contextual
vocab-evidence assessment: assessment-relationship:turing36>ntm:dep
vocab-claim fingerprint: 154ec911

relationship-alexnet>resnet:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: AlexNet — the big bang
vocab-target node: ResNet — residual connections
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: curated_map
vocab-evidence grade: contextual
vocab-evidence assessment: assessment-relationship:alexnet>resnet:dep
vocab-claim fingerprint: f5c20a1c

relationship-vanishing>resnet:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: Vanishing-gradient diagnosis
vocab-target node: ResNet — residual connections
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: curated_map
vocab-evidence grade: contextual
vocab-evidence assessment: assessment-relationship:vanishing>resnet:dep
vocab-claim fingerprint: 38f4c7d2

relationship-batchnorm>resnet:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: Batch normalization
vocab-target node: ResNet — residual connections
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: curated_map
vocab-evidence grade: contextual
vocab-evidence assessment: assessment-relationship:batchnorm>resnet:dep
vocab-claim fingerprint: e3fe74a7

relationship-rnn>hypernet:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: Recurrent networks
vocab-target node: Hypernetworks & fast weights
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: curated_map
vocab-evidence grade: editorial
vocab-evidence assessment: assessment-relationship:rnn>hypernet:dep
vocab-claim fingerprint: 671e4933

relationship-attention>transformer:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: Attention mechanism
vocab-target node: Transformer
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: curated_map
vocab-evidence grade: contextual
vocab-evidence assessment: assessment-relationship:attention>transformer:dep
vocab-claim fingerprint: 6ba08a5d

relationship-layernorm>transformer:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: Layer normalization
vocab-target node: Transformer
vocab-legacy kind: dep
vocab-relationship type: component
vocab-rationale: Layer normalization is an explicit Transformer component.
vocab-reviewed: true
vocab-origin: curated_map
vocab-evidence grade: direct
vocab-evidence assessment: assessment-relationship:layernorm>transformer:dep
vocab-claim fingerprint: f15ad19c

relationship-lstm>transformer:sup
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: LSTM
vocab-target node: Transformer
vocab-legacy kind: sup
vocab-relationship type: legacy_supersession_claim
vocab-rationale: Legacy supersession claim retained for review; it is not treated as established supersession.
vocab-reviewed: false
vocab-origin: curated_map
vocab-evidence grade: contextual
vocab-evidence assessment: assessment-relationship:lstm>transformer:sup
vocab-claim fingerprint: a007e9e3

relationship-cnn89>gnn:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: LeNet CNNs
vocab-target node: Graph neural networks
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: curated_map
vocab-evidence grade: contextual
vocab-evidence assessment: assessment-relationship:cnn89>gnn:dep
vocab-claim fingerprint: 0241460f

relationship-kgraphs>gnn:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: Knowledge graphs at scale
vocab-target node: Graph neural networks
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: curated_map
vocab-evidence grade: contextual
vocab-evidence assessment: assessment-relationship:kgraphs>gnn:dep
vocab-claim fingerprint: 2ab083c5

relationship-cnn89>capsules:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: LeNet CNNs
vocab-target node: Capsule networks
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: curated_map
vocab-evidence grade: editorial
vocab-evidence assessment: assessment-relationship:cnn89>capsules:dep
vocab-claim fingerprint: ee82c4fe

relationship-resnet>neuralode:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: ResNet — residual connections
vocab-target node: Neural ODEs
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: curated_map
vocab-evidence grade: contextual
vocab-evidence assessment: assessment-relationship:resnet>neuralode:dep
vocab-claim fingerprint: 001032fa

relationship-transformer>moe:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: Transformer
vocab-target node: Mixture-of-Experts
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: curated_map
vocab-evidence grade: contextual
vocab-evidence assessment: assessment-relationship:transformer>moe:dep
vocab-claim fingerprint: 6bbdc0b0

relationship-transformer>linattn:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: Transformer
vocab-target node: Linear-attention wave
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: curated_map
vocab-evidence grade: contextual
vocab-evidence assessment: assessment-relationship:transformer>linattn:dep
vocab-claim fingerprint: 485d8c43

relationship-kalman>ssm:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: Kalman filter
vocab-target node: State-space models (S4→Mamba)
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: curated_map
vocab-evidence grade: editorial
vocab-evidence assessment: assessment-relationship:kalman>ssm:dep
vocab-claim fingerprint: ee4ff161

relationship-rnn>ssm:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: Recurrent networks
vocab-target node: State-space models (S4→Mamba)
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: curated_map
vocab-evidence grade: contextual
vocab-evidence assessment: assessment-relationship:rnn>ssm:dep
vocab-claim fingerprint: 902a6f6b

relationship-transformer>ssm:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: Transformer
vocab-target node: State-space models (S4→Mamba)
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: curated_map
vocab-evidence grade: contextual
vocab-evidence assessment: assessment-relationship:transformer>ssm:dep
vocab-claim fingerprint: cb332062

relationship-transformer>titans:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: Transformer
vocab-target node: Test-time memory (Titans)
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: curated_map
vocab-evidence grade: editorial
vocab-evidence assessment: assessment-relationship:transformer>titans:dep
vocab-claim fingerprint: be7b60e6

relationship-ssm>titans:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: State-space models (S4→Mamba)
vocab-target node: Test-time memory (Titans)
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: curated_map
vocab-evidence grade: editorial
vocab-evidence assessment: assessment-relationship:ssm>titans:dep
vocab-claim fingerprint: 7f247f10

relationship-hypernet>titans:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: Hypernetworks & fast weights
vocab-target node: Test-time memory (Titans)
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: curated_map
vocab-evidence grade: editorial
vocab-evidence assessment: assessment-relationship:hypernet>titans:dep
vocab-claim fingerprint: 92e77654

relationship-boltzmann>gap energyllm:gap
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: Boltzmann machines
vocab-target node: Energy-based LMs at scale
vocab-legacy kind: gap
vocab-relationship type: proposed_combination
vocab-rationale: Editorially proposed research combination; not a claim that the work already exists.
vocab-reviewed: true
vocab-origin: curated_map
vocab-evidence grade: hypothesis
vocab-evidence assessment: assessment-relationship:boltzmann>gap energyllm:gap
vocab-claim fingerprint: e0349038

relationship-vjepa>gap energyllm:gap
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: JEPA world models (V-JEPA 2)
vocab-target node: Energy-based LMs at scale
vocab-legacy kind: gap
vocab-relationship type: proposed_combination
vocab-rationale: Editorially proposed research combination; not a claim that the work already exists.
vocab-reviewed: true
vocab-origin: curated_map
vocab-evidence grade: hypothesis
vocab-evidence assessment: assessment-relationship:vjepa>gap energyllm:gap
vocab-claim fingerprint: 50108d83

relationship-stats25>sgd:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: Statistical inference (Fisher; Bayes)
vocab-target node: Stochastic gradient descent
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: curated_map
vocab-evidence grade: editorial
vocab-evidence assessment: assessment-relationship:stats25>sgd:dep
vocab-claim fingerprint: 69a1d288

relationship-pdp86>catforget:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: PDP & connectionism revival
vocab-target node: Catastrophic forgetting identified
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: curated_map
vocab-evidence grade: contextual
vocab-evidence assessment: assessment-relationship:pdp86>catforget:dep
vocab-claim fingerprint: 607a027f

relationship-dbn>relu:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: Deep belief nets & pretraining
vocab-target node: ReLU, dropout & practical depth
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: curated_map
vocab-evidence grade: editorial
vocab-evidence assessment: assessment-relationship:dbn>relu:dep
vocab-claim fingerprint: 2a7f7fd6

relationship-gpgpu>relu:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: GPGPU / CUDA
vocab-target node: ReLU, dropout & practical depth
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: curated_map
vocab-evidence grade: editorial
vocab-evidence assessment: assessment-relationship:gpgpu>relu:dep
vocab-claim fingerprint: a454660b

relationship-sgd>adam:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: Stochastic gradient descent
vocab-target node: Adam → AdamW
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: curated_map
vocab-evidence grade: editorial
vocab-evidence assessment: assessment-relationship:sgd>adam:dep
vocab-claim fingerprint: 2b1bb729

relationship-relu>batchnorm:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: ReLU, dropout & practical depth
vocab-target node: Batch normalization
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: curated_map
vocab-evidence grade: contextual
vocab-evidence assessment: assessment-relationship:relu>batchnorm:dep
vocab-claim fingerprint: 161a6d04

relationship-batchnorm>layernorm:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: Batch normalization
vocab-target node: Layer normalization
vocab-legacy kind: dep
vocab-relationship type: influences
vocab-rationale: Layer normalization addresses related normalization goals with a different axis of normalization.
vocab-reviewed: true
vocab-origin: curated_map
vocab-evidence grade: partial
vocab-evidence assessment: assessment-relationship:batchnorm>layernorm:dep
vocab-claim fingerprint: 4234f9a4

relationship-alexnet>distillation:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: AlexNet — the big bang
vocab-target node: Knowledge distillation
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: curated_map
vocab-evidence grade: editorial
vocab-evidence assessment: assessment-relationship:alexnet>distillation:dep
vocab-claim fingerprint: a01ba4c9

relationship-alexnet>transfer:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: AlexNet — the big bang
vocab-target node: Transfer learning era
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: curated_map
vocab-evidence grade: contextual
vocab-evidence assessment: assessment-relationship:alexnet>transfer:dep
vocab-claim fingerprint: a5c22a3e

relationship-bert>transfer:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: BERT & pretrain–finetune
vocab-target node: Transfer learning era
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: curated_map
vocab-evidence grade: contextual
vocab-evidence assessment: assessment-relationship:bert>transfer:dep
vocab-claim fingerprint: 67d152a2

relationship-maml>transfer:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: Deep meta-learning (MAML)
vocab-target node: Transfer learning era
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: research_extension
vocab-evidence grade: unassessed
vocab-evidence assessment: assessment-relationship:maml>transfer:dep
vocab-claim fingerprint: 9f9c8126

relationship-autoencoders>selfsup:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: Autoencoders
vocab-target node: Self-supervised learning
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: curated_map
vocab-evidence grade: contextual
vocab-evidence assessment: assessment-relationship:autoencoders>selfsup:dep
vocab-claim fingerprint: e71c26d8

relationship-word2vec>selfsup:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: word2vec / GloVe
vocab-target node: Self-supervised learning
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: curated_map
vocab-evidence grade: contextual
vocab-evidence assessment: assessment-relationship:word2vec>selfsup:dep
vocab-claim fingerprint: 23da4a1e

relationship-deepblue>bitterlesson:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: Deep Blue beats Kasparov
vocab-target node: The Bitter Lesson
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: curated_map
vocab-evidence grade: contextual
vocab-evidence assessment: assessment-relationship:deepblue>bitterlesson:dep
vocab-claim fingerprint: bd85d6c8

relationship-alexnet>bitterlesson:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: AlexNet — the big bang
vocab-target node: The Bitter Lesson
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: curated_map
vocab-evidence grade: editorial
vocab-evidence assessment: assessment-relationship:alexnet>bitterlesson:dep
vocab-claim fingerprint: 507073ab

relationship-gpt2>scalinglaws:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: GPT-2 — generation scales
vocab-target node: Scaling laws → Chinchilla
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: curated_map
vocab-evidence grade: editorial
vocab-evidence assessment: assessment-relationship:gpt2>scalinglaws:dep
vocab-claim fingerprint: f6d0bb7d

relationship-transformer>scalinglaws:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: Transformer
vocab-target node: Scaling laws → Chinchilla
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: curated_map
vocab-evidence grade: contextual
vocab-evidence assessment: assessment-relationship:transformer>scalinglaws:dep
vocab-claim fingerprint: 983da227

relationship-mixedprecision>scalinglaws:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: Mixed-precision training
vocab-target node: Scaling laws → Chinchilla
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: research_extension
vocab-evidence grade: unassessed
vocab-evidence assessment: assessment-relationship:mixedprecision>scalinglaws:dep
vocab-claim fingerprint: 3ec3a6fd

relationship-transfer>lora:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: Transfer learning era
vocab-target node: LoRA & parameter-efficient tuning
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: curated_map
vocab-evidence grade: editorial
vocab-evidence assessment: assessment-relationship:transfer>lora:dep
vocab-claim fingerprint: f5826cad

relationship-gpt3>lora:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: GPT-3 & in-context learning
vocab-target node: LoRA & parameter-efficient tuning
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: curated_map
vocab-evidence grade: contextual
vocab-evidence assessment: assessment-relationship:gpt3>lora:dep
vocab-claim fingerprint: 6c0ac19e

relationship-distillation>quant:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: Knowledge distillation
vocab-target node: Quantization & sparsity
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: curated_map
vocab-evidence grade: contextual
vocab-evidence assessment: assessment-relationship:distillation>quant:dep
vocab-claim fingerprint: d8012eeb

relationship-gpgpu>quant:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: GPGPU / CUDA
vocab-target node: Quantization & sparsity
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: curated_map
vocab-evidence grade: editorial
vocab-evidence assessment: assessment-relationship:gpgpu>quant:dep
vocab-claim fingerprint: 56c85b38

relationship-transformer>flash:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: Transformer
vocab-target node: FlashAttention & kernel craft
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: curated_map
vocab-evidence grade: editorial
vocab-evidence assessment: assessment-relationship:transformer>flash:dep
vocab-claim fingerprint: 419dc3cd

relationship-gpgpu>flash:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: GPGPU / CUDA
vocab-target node: FlashAttention & kernel craft
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: curated_map
vocab-evidence grade: editorial
vocab-evidence assessment: assessment-relationship:gpgpu>flash:dep
vocab-claim fingerprint: ca4df131

relationship-mixedprecision>flash:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: Mixed-precision training
vocab-target node: FlashAttention & kernel craft
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: research_extension
vocab-evidence grade: unassessed
vocab-evidence assessment: assessment-relationship:mixedprecision>flash:dep
vocab-claim fingerprint: fbb6da03

relationship-mlcompiler>flash:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: ML compilers & tensor/kernel IRs
vocab-target node: FlashAttention & kernel craft
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: research_extension
vocab-evidence grade: unassessed
vocab-evidence assessment: assessment-relationship:mlcompiler>flash:dep
vocab-claim fingerprint: 68239e7e

relationship-linattn>flash:sup
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: Linear-attention wave
vocab-target node: FlashAttention & kernel craft
vocab-legacy kind: sup
vocab-relationship type: legacy_supersession_claim
vocab-rationale: Legacy supersession claim retained for review; it is not treated as established supersession.
vocab-reviewed: false
vocab-origin: curated_map
vocab-evidence grade: contextual
vocab-evidence assessment: assessment-relationship:linattn>flash:sup
vocab-claim fingerprint: 971250c4

relationship-scalinglaws>datacentric:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: Scaling laws → Chinchilla
vocab-target node: Data curation & synthetic data
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: curated_map
vocab-evidence grade: editorial
vocab-evidence assessment: assessment-relationship:scalinglaws>datacentric:dep
vocab-claim fingerprint: e749bd00

relationship-gpt4>datacentric:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: GPT-4-class multimodal LLMs
vocab-target node: Data curation & synthetic data
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: curated_map
vocab-evidence grade: editorial
vocab-evidence assessment: assessment-relationship:gpt4>datacentric:dep
vocab-claim fingerprint: 855474a3

relationship-cot>testtime:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: Chain-of-thought prompting
vocab-target node: Test-time compute scaling
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: curated_map
vocab-evidence grade: contextual
vocab-evidence assessment: assessment-relationship:cot>testtime:dep
vocab-claim fingerprint: 6ca53e07

relationship-scalinglaws>testtime:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: Scaling laws → Chinchilla
vocab-target node: Test-time compute scaling
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: curated_map
vocab-evidence grade: editorial
vocab-evidence assessment: assessment-relationship:scalinglaws>testtime:dep
vocab-claim fingerprint: cd556395

relationship-mcts>testtime:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: Monte Carlo Tree Search
vocab-target node: Test-time compute scaling
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: curated_map
vocab-evidence grade: contextual
vocab-evidence assessment: assessment-relationship:mcts>testtime:dep
vocab-claim fingerprint: f0d355a2

relationship-rlvr>grpo:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: RL on verifiable rewards
vocab-target node: Efficient RL recipes (GRPO, R1)
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: curated_map
vocab-evidence grade: editorial
vocab-evidence assessment: assessment-relationship:rlvr>grpo:dep
vocab-claim fingerprint: faa772e2

relationship-moe>grpo:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: Mixture-of-Experts
vocab-target node: Efficient RL recipes (GRPO, R1)
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: curated_map
vocab-evidence grade: contextual
vocab-evidence assessment: assessment-relationship:moe>grpo:dep
vocab-claim fingerprint: d58c03d1

relationship-catforget>continual:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: Catastrophic forgetting identified
vocab-target node: Continual learning push
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: curated_map
vocab-evidence grade: editorial
vocab-evidence assessment: assessment-relationship:catforget>continual:dep
vocab-claim fingerprint: 101fa566

relationship-titans>continual:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: Test-time memory (Titans)
vocab-target node: Continual learning push
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: curated_map
vocab-evidence grade: editorial
vocab-evidence assessment: assessment-relationship:titans>continual:dep
vocab-claim fingerprint: 01ea302c

relationship-lora>continual:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: LoRA & parameter-efficient tuning
vocab-target node: Continual learning push
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: curated_map
vocab-evidence grade: editorial
vocab-evidence assessment: assessment-relationship:lora>continual:dep
vocab-claim fingerprint: 58e3b85b

relationship-sgd>dp:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: Stochastic gradient descent
vocab-target node: Differential privacy in ML
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: curated_map
vocab-evidence grade: editorial
vocab-evidence assessment: assessment-relationship:sgd>dp:dep
vocab-claim fingerprint: 1e3b3766

relationship-dp>federated:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: Differential privacy in ML
vocab-target node: Federated learning
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: curated_map
vocab-evidence grade: contextual
vocab-evidence assessment: assessment-relationship:dp>federated:dep
vocab-claim fingerprint: 4d803474

relationship-universalapprox>dltheory:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: Universal approximation
vocab-target node: Deep learning theory (NTK, double descent)
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: curated_map
vocab-evidence grade: editorial
vocab-evidence assessment: assessment-relationship:universalapprox>dltheory:dep
vocab-claim fingerprint: 05363322

relationship-backprop>dltheory:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: Backpropagation
vocab-target node: Deep learning theory (NTK, double descent)
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: curated_map
vocab-evidence grade: editorial
vocab-evidence assessment: assessment-relationship:backprop>dltheory:dep
vocab-claim fingerprint: 3960ed6b

relationship-continual>gap memory:gap
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: Continual learning push
vocab-target node: Sleep & memory consolidation
vocab-legacy kind: gap
vocab-relationship type: proposed_combination
vocab-rationale: Editorially proposed research combination; not a claim that the work already exists.
vocab-reviewed: true
vocab-origin: curated_map
vocab-evidence grade: hypothesis
vocab-evidence assessment: assessment-relationship:continual>gap memory:gap
vocab-claim fingerprint: f1c9754a

relationship-titans>gap memory:gap
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: Test-time memory (Titans)
vocab-target node: Sleep & memory consolidation
vocab-legacy kind: gap
vocab-relationship type: proposed_combination
vocab-rationale: Editorially proposed research combination; not a claim that the work already exists.
vocab-reviewed: true
vocab-origin: curated_map
vocab-evidence grade: hypothesis
vocab-evidence assessment: assessment-relationship:titans>gap memory:gap
vocab-claim fingerprint: 465e0f02

relationship-shannon48>mtgeorgetown:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: Information theory
vocab-target node: Georgetown MT demo → ALPAC
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: curated_map
vocab-evidence grade: editorial
vocab-evidence assessment: assessment-relationship:shannon48>mtgeorgetown:dep
vocab-claim fingerprint: cf12362d

relationship-cogrev>chomsky:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: Cognitive revolution
vocab-target node: Generative grammar
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: curated_map
vocab-evidence grade: contextual
vocab-evidence assessment: assessment-relationship:cogrev>chomsky:dep
vocab-claim fingerprint: 8695a00c

relationship-turingtest>eliza:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: Turing test
vocab-target node: ELIZA
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: curated_map
vocab-evidence grade: contextual
vocab-evidence assessment: assessment-relationship:turingtest>eliza:dep
vocab-claim fingerprint: 97378348

relationship-semanticnets>conceptualdep:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: Semantic networks
vocab-target node: Scripts & conceptual dependency
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: curated_map
vocab-evidence grade: editorial
vocab-evidence assessment: assessment-relationship:semanticnets>conceptualdep:dep
vocab-claim fingerprint: 5abb6e47

relationship-chomsky>conceptualdep:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: Generative grammar
vocab-target node: Scripts & conceptual dependency
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: curated_map
vocab-evidence grade: editorial
vocab-evidence assessment: assessment-relationship:chomsky>conceptualdep:dep
vocab-claim fingerprint: 66d87d1b

relationship-markov>hmmspeech:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: Markov chains (1906→1913)
vocab-target node: HMM speech recognition
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: curated_map
vocab-evidence grade: contextual
vocab-evidence assessment: assessment-relationship:markov>hmmspeech:dep
vocab-claim fingerprint: cea2e284

relationship-stats25>hmmspeech:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: Statistical inference (Fisher; Bayes)
vocab-target node: HMM speech recognition
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: curated_map
vocab-evidence grade: editorial
vocab-evidence assessment: assessment-relationship:stats25>hmmspeech:dep
vocab-claim fingerprint: 73e0ab4a

relationship-shannon48>ngram:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: Information theory
vocab-target node: n-gram language models
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: curated_map
vocab-evidence grade: editorial
vocab-evidence assessment: assessment-relationship:shannon48>ngram:dep
vocab-claim fingerprint: 8b1e25a6

relationship-hmmspeech>ngram:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: HMM speech recognition
vocab-target node: n-gram language models
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: curated_map
vocab-evidence grade: contextual
vocab-evidence assessment: assessment-relationship:hmmspeech>ngram:dep
vocab-claim fingerprint: 02180a39

relationship-shannon48>ir:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: Information theory
vocab-target node: Vector-space information retrieval
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: curated_map
vocab-evidence grade: editorial
vocab-evidence assessment: assessment-relationship:shannon48>ir:dep
vocab-claim fingerprint: 70fe7dee

relationship-stats25>ir:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: Statistical inference (Fisher; Bayes)
vocab-target node: Vector-space information retrieval
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: curated_map
vocab-evidence grade: editorial
vocab-evidence assessment: assessment-relationship:stats25>ir:dep
vocab-claim fingerprint: 13ecb21d

relationship-chomsky>treebank:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: Generative grammar
vocab-target node: Penn Treebank & statistical NLP
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: curated_map
vocab-evidence grade: editorial
vocab-evidence assessment: assessment-relationship:chomsky>treebank:dep
vocab-claim fingerprint: 763f8092

relationship-ngram>treebank:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: n-gram language models
vocab-target node: Penn Treebank & statistical NLP
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: curated_map
vocab-evidence grade: editorial
vocab-evidence assessment: assessment-relationship:ngram>treebank:dep
vocab-claim fingerprint: da0acf89

relationship-ngram>smt:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: n-gram language models
vocab-target node: Statistical machine translation
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: curated_map
vocab-evidence grade: contextual
vocab-evidence assessment: assessment-relationship:ngram>smt:dep
vocab-claim fingerprint: 39f6b285

relationship-mtgeorgetown>smt:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: Georgetown MT demo → ALPAC
vocab-target node: Statistical machine translation
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: curated_map
vocab-evidence grade: editorial
vocab-evidence assessment: assessment-relationship:mtgeorgetown>smt:dep
vocab-claim fingerprint: 42fa98ec

relationship-semanticnets>wordnet:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: Semantic networks
vocab-target node: WordNet & lexical resources
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: curated_map
vocab-evidence grade: contextual
vocab-evidence assessment: assessment-relationship:semanticnets>wordnet:dep
vocab-claim fingerprint: 0eba7137

relationship-ngram>bengio03:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: n-gram language models
vocab-target node: Neural language model
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: curated_map
vocab-evidence grade: contextual
vocab-evidence assessment: assessment-relationship:ngram>bengio03:dep
vocab-claim fingerprint: b9dfc114

relationship-backprop>bengio03:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: Backpropagation
vocab-target node: Neural language model
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: curated_map
vocab-evidence grade: contextual
vocab-evidence assessment: assessment-relationship:backprop>bengio03:dep
vocab-claim fingerprint: b6577611

relationship-treebank>watson:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: Penn Treebank & statistical NLP
vocab-target node: IBM Watson
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: curated_map
vocab-evidence grade: editorial
vocab-evidence assessment: assessment-relationship:treebank>watson:dep
vocab-claim fingerprint: dd480c52

relationship-ngram>watson:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: n-gram language models
vocab-target node: IBM Watson
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: curated_map
vocab-evidence grade: editorial
vocab-evidence assessment: assessment-relationship:ngram>watson:dep
vocab-claim fingerprint: 2eec8e73

relationship-ir>watson:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: Vector-space information retrieval
vocab-target node: IBM Watson
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: curated_map
vocab-evidence grade: editorial
vocab-evidence assessment: assessment-relationship:ir>watson:dep
vocab-claim fingerprint: 40788d0d

relationship-dbn>dlspeech:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: Deep belief nets & pretraining
vocab-target node: Deep speech recognition
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: curated_map
vocab-evidence grade: editorial
vocab-evidence assessment: assessment-relationship:dbn>dlspeech:dep
vocab-claim fingerprint: 614a3e9e

relationship-hmmspeech>dlspeech:sup
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: HMM speech recognition
vocab-target node: Deep speech recognition
vocab-legacy kind: sup
vocab-relationship type: legacy_supersession_claim
vocab-rationale: Legacy supersession claim retained for review; it is not treated as established supersession.
vocab-reviewed: false
vocab-origin: curated_map
vocab-evidence grade: contextual
vocab-evidence assessment: assessment-relationship:hmmspeech>dlspeech:sup
vocab-claim fingerprint: 72113c44

relationship-bengio03>word2vec:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: Neural language model
vocab-target node: word2vec / GloVe
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: curated_map
vocab-evidence grade: contextual
vocab-evidence assessment: assessment-relationship:bengio03>word2vec:dep
vocab-claim fingerprint: 6990d949

relationship-lstm>seq2seq:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: LSTM
vocab-target node: seq2seq encoder–decoder
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: curated_map
vocab-evidence grade: contextual
vocab-evidence assessment: assessment-relationship:lstm>seq2seq:dep
vocab-claim fingerprint: 809bfc40

relationship-bengio03>seq2seq:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: Neural language model
vocab-target node: seq2seq encoder–decoder
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: curated_map
vocab-evidence grade: contextual
vocab-evidence assessment: assessment-relationship:bengio03>seq2seq:dep
vocab-claim fingerprint: 3a20439d

relationship-seq2seq>nmt:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: seq2seq encoder–decoder
vocab-target node: Neural MT deployed (GNMT)
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: curated_map
vocab-evidence grade: contextual
vocab-evidence assessment: assessment-relationship:seq2seq>nmt:dep
vocab-claim fingerprint: d7511cad

relationship-attention>nmt:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: Attention mechanism
vocab-target node: Neural MT deployed (GNMT)
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: curated_map
vocab-evidence grade: contextual
vocab-evidence assessment: assessment-relationship:attention>nmt:dep
vocab-claim fingerprint: 87f8a595

relationship-subword>nmt:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: Subword tokenization (BPE → SentencePiece)
vocab-target node: Neural MT deployed (GNMT)
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: research_extension
vocab-evidence grade: unassessed
vocab-evidence assessment: assessment-relationship:subword>nmt:dep
vocab-claim fingerprint: 920e4695

relationship-smt>nmt:sup
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: Statistical machine translation
vocab-target node: Neural MT deployed (GNMT)
vocab-legacy kind: sup
vocab-relationship type: legacy_supersession_claim
vocab-rationale: Legacy supersession claim retained for review; it is not treated as established supersession.
vocab-reviewed: false
vocab-origin: curated_map
vocab-evidence grade: contextual
vocab-evidence assessment: assessment-relationship:smt>nmt:sup
vocab-claim fingerprint: 72372d39

relationship-transformer>bert:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: Transformer
vocab-target node: BERT & pretrain–finetune
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: curated_map
vocab-evidence grade: contextual
vocab-evidence assessment: assessment-relationship:transformer>bert:dep
vocab-claim fingerprint: 2918b4fe

relationship-selfsup>bert:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: Self-supervised learning
vocab-target node: BERT & pretrain–finetune
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: curated_map
vocab-evidence grade: contextual
vocab-evidence assessment: assessment-relationship:selfsup>bert:dep
vocab-claim fingerprint: 88e405a9

relationship-elmo>bert:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: ELMo contextual embeddings
vocab-target node: BERT & pretrain–finetune
vocab-legacy kind: dep
vocab-relationship type: influences
vocab-rationale: Contextual representation work preceded and influenced bidirectional pretrained language models.
vocab-reviewed: true
vocab-origin: curated_map
vocab-evidence grade: direct
vocab-evidence assessment: assessment-relationship:elmo>bert:dep
vocab-claim fingerprint: fc184666

relationship-subword>bert:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: Subword tokenization (BPE → SentencePiece)
vocab-target node: BERT & pretrain–finetune
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: research_extension
vocab-evidence grade: unassessed
vocab-evidence assessment: assessment-relationship:subword>bert:dep
vocab-claim fingerprint: 6fc09b51

relationship-word2vec>bert:sup
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: word2vec / GloVe
vocab-target node: BERT & pretrain–finetune
vocab-legacy kind: sup
vocab-relationship type: legacy_supersession_claim
vocab-rationale: Legacy supersession claim retained for review; it is not treated as established supersession.
vocab-reviewed: false
vocab-origin: curated_map
vocab-evidence grade: contextual
vocab-evidence assessment: assessment-relationship:word2vec>bert:sup
vocab-claim fingerprint: 39a2f851

relationship-transformer>gpt2:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: Transformer
vocab-target node: GPT-2 — generation scales
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: curated_map
vocab-evidence grade: contextual
vocab-evidence assessment: assessment-relationship:transformer>gpt2:dep
vocab-claim fingerprint: 91895740

relationship-bengio03>gpt2:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: Neural language model
vocab-target node: GPT-2 — generation scales
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: curated_map
vocab-evidence grade: editorial
vocab-evidence assessment: assessment-relationship:bengio03>gpt2:dep
vocab-claim fingerprint: 657df428

relationship-subword>gpt2:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: Subword tokenization (BPE → SentencePiece)
vocab-target node: GPT-2 — generation scales
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: research_extension
vocab-evidence grade: unassessed
vocab-evidence assessment: assessment-relationship:subword>gpt2:dep
vocab-claim fingerprint: 822478f3

relationship-ngram>gpt2:sup
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: n-gram language models
vocab-target node: GPT-2 — generation scales
vocab-legacy kind: sup
vocab-relationship type: legacy_supersession_claim
vocab-rationale: Legacy supersession claim retained for review; it is not treated as established supersession.
vocab-reviewed: false
vocab-origin: curated_map
vocab-evidence grade: editorial
vocab-evidence assessment: assessment-relationship:ngram>gpt2:sup
vocab-claim fingerprint: 908b111c

relationship-gpt2>gpt3:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: GPT-2 — generation scales
vocab-target node: GPT-3 & in-context learning
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: curated_map
vocab-evidence grade: contextual
vocab-evidence assessment: assessment-relationship:gpt2>gpt3:dep
vocab-claim fingerprint: 857f4299

relationship-scalinglaws>gpt3:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: Scaling laws → Chinchilla
vocab-target node: GPT-3 & in-context learning
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: curated_map
vocab-evidence grade: contextual
vocab-evidence assessment: assessment-relationship:scalinglaws>gpt3:dep
vocab-claim fingerprint: dc635e7a

relationship-gpt3>codegen:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: GPT-3 & in-context learning
vocab-target node: Code generation (Codex→Copilot)
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: curated_map
vocab-evidence grade: contextual
vocab-evidence assessment: assessment-relationship:gpt3>codegen:dep
vocab-claim fingerprint: b2fe378b

relationship-neuralprog>codegen:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: Neural-guided program synthesis
vocab-target node: Code generation (Codex→Copilot)
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: research_extension
vocab-evidence grade: unassessed
vocab-evidence assessment: assessment-relationship:neuralprog>codegen:dep
vocab-claim fingerprint: b13a1cba

relationship-gpt3>cot:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: GPT-3 & in-context learning
vocab-target node: Chain-of-thought prompting
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: curated_map
vocab-evidence grade: editorial
vocab-evidence assessment: assessment-relationship:gpt3>cot:dep
vocab-claim fingerprint: 1c629c1c

relationship-gpt3>instruct:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: GPT-3 & in-context learning
vocab-target node: InstructGPT — RLHF assistants
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: curated_map
vocab-evidence grade: contextual
vocab-evidence assessment: assessment-relationship:gpt3>instruct:dep
vocab-claim fingerprint: e111f49c

relationship-rlhf>instruct:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: RLHF — learning from preferences
vocab-target node: InstructGPT — RLHF assistants
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: curated_map
vocab-evidence grade: editorial
vocab-evidence assessment: assessment-relationship:rlhf>instruct:dep
vocab-claim fingerprint: e8328856

relationship-instructiontune>instruct:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: Instruction tuning
vocab-target node: InstructGPT — RLHF assistants
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: research_extension
vocab-evidence grade: unassessed
vocab-evidence assessment: assessment-relationship:instructiontune>instruct:dep
vocab-claim fingerprint: 08268574

relationship-instruct>chatgpt:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: InstructGPT — RLHF assistants
vocab-target node: ChatGPT moment
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: curated_map
vocab-evidence grade: contextual
vocab-evidence assessment: assessment-relationship:instruct>chatgpt:dep
vocab-claim fingerprint: 73e63575

relationship-nucleus>chatgpt:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: Nucleus sampling & decoding controls
vocab-target node: ChatGPT moment
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: research_extension
vocab-evidence grade: unassessed
vocab-evidence assessment: assessment-relationship:nucleus>chatgpt:dep
vocab-claim fingerprint: ab8b71ce

relationship-instructiontune>chatgpt:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: Instruction tuning
vocab-target node: ChatGPT moment
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: research_extension
vocab-evidence grade: unassessed
vocab-evidence assessment: assessment-relationship:instructiontune>chatgpt:dep
vocab-claim fingerprint: e3acbb55

relationship-cot>promptengineering:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: Chain-of-thought prompting
vocab-target node: Standalone prompt-engineer fad
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: curated_map
vocab-evidence grade: editorial
vocab-evidence assessment: assessment-relationship:cot>promptengineering:dep
vocab-claim fingerprint: 9fc01fdf

relationship-chatgpt>promptengineering:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: ChatGPT moment
vocab-target node: Standalone prompt-engineer fad
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: curated_map
vocab-evidence grade: contextual
vocab-evidence assessment: assessment-relationship:chatgpt>promptengineering:dep
vocab-claim fingerprint: 4239f6ee

relationship-promptengineering>contexteng:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: Standalone prompt-engineer fad
vocab-target node: Context engineering
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: curated_map
vocab-evidence grade: editorial
vocab-evidence assessment: assessment-relationship:promptengineering>contexteng:dep
vocab-claim fingerprint: c5e402aa

relationship-rag>contexteng:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: Retrieval-augmented generation
vocab-target node: Context engineering
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: curated_map
vocab-evidence grade: contextual
vocab-evidence assessment: assessment-relationship:rag>contexteng:dep
vocab-claim fingerprint: a3c55417

relationship-longctx>contexteng:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: Long context (100K→1M+)
vocab-target node: Context engineering
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: curated_map
vocab-evidence grade: editorial
vocab-evidence assessment: assessment-relationship:longctx>contexteng:dep
vocab-claim fingerprint: 44ade8c0

relationship-mcp>contexteng:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: Agent infrastructure (MCP)
vocab-target node: Context engineering
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: curated_map
vocab-evidence grade: contextual
vocab-evidence assessment: assessment-relationship:mcp>contexteng:dep
vocab-claim fingerprint: 3b9baf55

relationship-denseretrieval>contexteng:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: Dense neural retrieval & dual encoders
vocab-target node: Context engineering
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: research_extension
vocab-evidence grade: unassessed
vocab-evidence assessment: assessment-relationship:denseretrieval>contexteng:dep
vocab-claim fingerprint: ebbe774e

relationship-chatgpt>gpt4:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: ChatGPT moment
vocab-target node: GPT-4-class multimodal LLMs
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: curated_map
vocab-evidence grade: contextual
vocab-evidence assessment: assessment-relationship:chatgpt>gpt4:dep
vocab-claim fingerprint: c72f811e

relationship-scalinglaws>gpt4:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: Scaling laws → Chinchilla
vocab-target node: GPT-4-class multimodal LLMs
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: curated_map
vocab-evidence grade: editorial
vocab-evidence assessment: assessment-relationship:scalinglaws>gpt4:dep
vocab-claim fingerprint: dc5a8037

relationship-chatgpt>openweights:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: ChatGPT moment
vocab-target node: Open-weight ecosystem
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: curated_map
vocab-evidence grade: editorial
vocab-evidence assessment: assessment-relationship:chatgpt>openweights:dep
vocab-claim fingerprint: fb2a89fe

relationship-lora>openweights:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: LoRA & parameter-efficient tuning
vocab-target node: Open-weight ecosystem
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: curated_map
vocab-evidence grade: editorial
vocab-evidence assessment: assessment-relationship:lora>openweights:dep
vocab-claim fingerprint: c5d58f01

relationship-hf>openweights:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: Model hubs (Hugging Face)
vocab-target node: Open-weight ecosystem
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: curated_map
vocab-evidence grade: contextual
vocab-evidence assessment: assessment-relationship:hf>openweights:dep
vocab-claim fingerprint: 80494e6f

relationship-nucleus>openweights:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: Nucleus sampling & decoding controls
vocab-target node: Open-weight ecosystem
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: research_extension
vocab-evidence grade: unassessed
vocab-evidence assessment: assessment-relationship:nucleus>openweights:dep
vocab-claim fingerprint: 4dcafed4

relationship-instructiontune>openweights:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: Instruction tuning
vocab-target node: Open-weight ecosystem
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: research_extension
vocab-evidence grade: unassessed
vocab-evidence assessment: assessment-relationship:instructiontune>openweights:dep
vocab-claim fingerprint: 8f7339c3

relationship-bert>rag:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: BERT & pretrain–finetune
vocab-target node: Retrieval-augmented generation
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: curated_map
vocab-evidence grade: contextual
vocab-evidence assessment: assessment-relationship:bert>rag:dep
vocab-claim fingerprint: a173d169

relationship-ir>rag:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: Vector-space information retrieval
vocab-target node: Retrieval-augmented generation
vocab-legacy kind: dep
vocab-relationship type: enables
vocab-rationale: Information-retrieval machinery enables retrieval-augmented generation.
vocab-reviewed: true
vocab-origin: curated_map
vocab-evidence grade: partial
vocab-evidence assessment: assessment-relationship:ir>rag:dep
vocab-claim fingerprint: e70c07e5

relationship-kgraphs>rag:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: Knowledge graphs at scale
vocab-target node: Retrieval-augmented generation
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: curated_map
vocab-evidence grade: editorial
vocab-evidence assessment: assessment-relationship:kgraphs>rag:dep
vocab-claim fingerprint: fc65b8f2

relationship-denseretrieval>rag:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: Dense neural retrieval & dual encoders
vocab-target node: Retrieval-augmented generation
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: research_extension
vocab-evidence grade: unassessed
vocab-evidence assessment: assessment-relationship:denseretrieval>rag:dep
vocab-claim fingerprint: 3400f083

relationship-flash>longctx:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: FlashAttention & kernel craft
vocab-target node: Long context (100K→1M+)
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: curated_map
vocab-evidence grade: contextual
vocab-evidence assessment: assessment-relationship:flash>longctx:dep
vocab-claim fingerprint: a94a6775

relationship-gpt4>longctx:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: GPT-4-class multimodal LLMs
vocab-target node: Long context (100K→1M+)
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: curated_map
vocab-evidence grade: editorial
vocab-evidence assessment: assessment-relationship:gpt4>longctx:dep
vocab-claim fingerprint: 88612ef0

relationship-llmserving>longctx:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: LLM inference & serving systems
vocab-target node: Long context (100K→1M+)
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: research_extension
vocab-evidence grade: unassessed
vocab-evidence assessment: assessment-relationship:llmserving>longctx:dep
vocab-claim fingerprint: 1286008a

relationship-cot>reasoning:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: Chain-of-thought prompting
vocab-target node: Reasoning models (o1→o3, R1)
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: curated_map
vocab-evidence grade: contextual
vocab-evidence assessment: assessment-relationship:cot>reasoning:dep
vocab-claim fingerprint: 40cf5e22

relationship-rlvr>reasoning:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: RL on verifiable rewards
vocab-target node: Reasoning models (o1→o3, R1)
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: curated_map
vocab-evidence grade: contextual
vocab-evidence assessment: assessment-relationship:rlvr>reasoning:dep
vocab-claim fingerprint: 79e6567e

relationship-testtime>reasoning:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: Test-time compute scaling
vocab-target node: Reasoning models (o1→o3, R1)
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: curated_map
vocab-evidence grade: contextual
vocab-evidence assessment: assessment-relationship:testtime>reasoning:dep
vocab-claim fingerprint: 3389457d

relationship-diffusion>diffusionllm:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: Diffusion models
vocab-target node: Diffusion language models
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: curated_map
vocab-evidence grade: editorial
vocab-evidence assessment: assessment-relationship:diffusion>diffusionllm:dep
vocab-claim fingerprint: e9e3e247

relationship-gpt4>diffusionllm:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: GPT-4-class multimodal LLMs
vocab-target node: Diffusion language models
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: curated_map
vocab-evidence grade: contextual
vocab-evidence assessment: assessment-relationship:gpt4>diffusionllm:dep
vocab-claim fingerprint: 6d3e9ab3

relationship-gpt4>frontier26:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: GPT-4-class multimodal LLMs
vocab-target node: Frontier assistants (GPT-5, Gemini 3, Claude)
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: curated_map
vocab-evidence grade: contextual
vocab-evidence assessment: assessment-relationship:gpt4>frontier26:dep
vocab-claim fingerprint: 12d44044

relationship-reasoning>frontier26:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: Reasoning models (o1→o3, R1)
vocab-target node: Frontier assistants (GPT-5, Gemini 3, Claude)
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: curated_map
vocab-evidence grade: contextual
vocab-evidence assessment: assessment-relationship:reasoning>frontier26:dep
vocab-claim fingerprint: c2a803e5

relationship-agentsllm>frontier26:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: LLM agents & tool use
vocab-target node: Frontier assistants (GPT-5, Gemini 3, Claude)
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: curated_map
vocab-evidence grade: contextual
vocab-evidence assessment: assessment-relationship:agentsllm>frontier26:dep
vocab-claim fingerprint: 8565f626

relationship-speechfm>frontier26:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: Speech foundation models (wav2vec 2.0 → Whisper)
vocab-target node: Frontier assistants (GPT-5, Gemini 3, Claude)
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: research_extension
vocab-evidence grade: unassessed
vocab-evidence assessment: assessment-relationship:speechfm>frontier26:dep
vocab-claim fingerprint: 552cb08c

relationship-instructiontune>frontier26:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: Instruction tuning
vocab-target node: Frontier assistants (GPT-5, Gemini 3, Claude)
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: research_extension
vocab-evidence grade: unassessed
vocab-evidence assessment: assessment-relationship:instructiontune>frontier26:dep
vocab-claim fingerprint: 63b278bf

relationship-llmserving>frontier26:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: LLM inference & serving systems
vocab-target node: Frontier assistants (GPT-5, Gemini 3, Claude)
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: research_extension
vocab-evidence grade: unassessed
vocab-evidence assessment: assessment-relationship:llmserving>frontier26:dep
vocab-claim fingerprint: 6e0f8efe

relationship-agentbench>frontier26:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: Interactive agent benchmarks
vocab-target node: Frontier assistants (GPT-5, Gemini 3, Claude)
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: research_extension
vocab-evidence grade: unassessed
vocab-evidence assessment: assessment-relationship:agentbench>frontier26:dep
vocab-claim fingerprint: dc23f622

relationship-lstm>elmo:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: LSTM
vocab-target node: ELMo contextual embeddings
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: curated_map
vocab-evidence grade: contextual
vocab-evidence assessment: assessment-relationship:lstm>elmo:dep
vocab-claim fingerprint: c335e9b3

relationship-word2vec>elmo:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: word2vec / GloVe
vocab-target node: ELMo contextual embeddings
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: curated_map
vocab-evidence grade: contextual
vocab-evidence assessment: assessment-relationship:word2vec>elmo:dep
vocab-claim fingerprint: da485e05

relationship-selfsup>elmo:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: Self-supervised learning
vocab-target node: ELMo contextual embeddings
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: curated_map
vocab-evidence grade: editorial
vocab-evidence assessment: assessment-relationship:selfsup>elmo:dep
vocab-claim fingerprint: 898eb477

relationship-hubel59>roberts63:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: Hubel & Wiesel visual cortex
vocab-target node: Blocks-world vision
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: curated_map
vocab-evidence grade: editorial
vocab-evidence assessment: assessment-relationship:hubel59>roberts63:dep
vocab-claim fingerprint: ebcfa782

relationship-roberts63>marr:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: Blocks-world vision
vocab-target node: Marr's computational vision
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: curated_map
vocab-evidence grade: editorial
vocab-evidence assessment: assessment-relationship:roberts63>marr:dep
vocab-claim fingerprint: c8e74984

relationship-hubel59>marr:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: Hubel & Wiesel visual cortex
vocab-target node: Marr's computational vision
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: curated_map
vocab-evidence grade: editorial
vocab-evidence assessment: assessment-relationship:hubel59>marr:dep
vocab-claim fingerprint: 038f9eba

relationship-marr>sift:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: Marr's computational vision
vocab-target node: Hand-crafted features (SIFT, HOG)
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: curated_map
vocab-evidence grade: editorial
vocab-evidence assessment: assessment-relationship:marr>sift:dep
vocab-claim fingerprint: 62f5d8e8

relationship-adaboost>facedetect:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: Boosting & random forests
vocab-target node: Viola–Jones face detection
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: curated_map
vocab-evidence grade: contextual
vocab-evidence assessment: assessment-relationship:adaboost>facedetect:dep
vocab-claim fingerprint: cf0cee1b

relationship-sift>facedetect:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: Hand-crafted features (SIFT, HOG)
vocab-target node: Viola–Jones face detection
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: curated_map
vocab-evidence grade: editorial
vocab-evidence assessment: assessment-relationship:sift>facedetect:dep
vocab-claim fingerprint: e258ddfc

relationship-internetdata>imagenet:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: The web as dataset
vocab-target node: ImageNet & benchmark culture
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: curated_map
vocab-evidence grade: editorial
vocab-evidence assessment: assessment-relationship:internetdata>imagenet:dep
vocab-claim fingerprint: fb405847

relationship-mturk>imagenet:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: Crowd labeling (MTurk)
vocab-target node: ImageNet & benchmark culture
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: curated_map
vocab-evidence grade: contextual
vocab-evidence assessment: assessment-relationship:mturk>imagenet:dep
vocab-claim fingerprint: ee883d21

relationship-cnn89>alexnet:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: LeNet CNNs
vocab-target node: AlexNet — the big bang
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: curated_map
vocab-evidence grade: contextual
vocab-evidence assessment: assessment-relationship:cnn89>alexnet:dep
vocab-claim fingerprint: b79dd22d

relationship-imagenet>alexnet:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: ImageNet & benchmark culture
vocab-target node: AlexNet — the big bang
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: curated_map
vocab-evidence grade: contextual
vocab-evidence assessment: assessment-relationship:imagenet>alexnet:dep
vocab-claim fingerprint: 9168c6d3

relationship-gpgpu>alexnet:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: GPGPU / CUDA
vocab-target node: AlexNet — the big bang
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: curated_map
vocab-evidence grade: contextual
vocab-evidence assessment: assessment-relationship:gpgpu>alexnet:dep
vocab-claim fingerprint: 423dd344

relationship-relu>alexnet:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: ReLU, dropout & practical depth
vocab-target node: AlexNet — the big bang
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: curated_map
vocab-evidence grade: contextual
vocab-evidence assessment: assessment-relationship:relu>alexnet:dep
vocab-claim fingerprint: d4cc29b5

relationship-sift>alexnet:sup
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: Hand-crafted features (SIFT, HOG)
vocab-target node: AlexNet — the big bang
vocab-legacy kind: sup
vocab-relationship type: legacy_supersession_claim
vocab-rationale: Legacy supersession claim retained for review; it is not treated as established supersession.
vocab-reviewed: false
vocab-origin: curated_map
vocab-evidence grade: contextual
vocab-evidence assessment: assessment-relationship:sift>alexnet:sup
vocab-claim fingerprint: 9d013443

relationship-dbn>alexnet:sup
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: Deep belief nets & pretraining
vocab-target node: AlexNet — the big bang
vocab-legacy kind: sup
vocab-relationship type: legacy_supersession_claim
vocab-rationale: Legacy supersession claim retained for review; it is not treated as established supersession.
vocab-reviewed: false
vocab-origin: curated_map
vocab-evidence grade: contextual
vocab-evidence assessment: assessment-relationship:dbn>alexnet:sup
vocab-claim fingerprint: a0e0d695

relationship-svm>alexnet:sup
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: SVMs & kernel methods
vocab-target node: AlexNet — the big bang
vocab-legacy kind: sup
vocab-relationship type: legacy_supersession_claim
vocab-rationale: Legacy supersession claim retained for review; it is not treated as established supersession.
vocab-reviewed: false
vocab-origin: curated_map
vocab-evidence grade: contextual
vocab-evidence assessment: assessment-relationship:svm>alexnet:sup
vocab-claim fingerprint: b0279689

relationship-alexnet>detection:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: AlexNet — the big bang
vocab-target node: Detection & segmentation
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: curated_map
vocab-evidence grade: editorial
vocab-evidence assessment: assessment-relationship:alexnet>detection:dep
vocab-claim fingerprint: 2b3a1e6c

relationship-resnet>detection:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: ResNet — residual connections
vocab-target node: Detection & segmentation
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: curated_map
vocab-evidence grade: editorial
vocab-evidence assessment: assessment-relationship:resnet>detection:dep
vocab-claim fingerprint: bb4b5a5e

relationship-alexnet>deepface:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: AlexNet — the big bang
vocab-target node: Face recognition surpasses humans
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: curated_map
vocab-evidence grade: editorial
vocab-evidence assessment: assessment-relationship:alexnet>deepface:dep
vocab-claim fingerprint: b2434eae

relationship-cnn89>unet:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: LeNet CNNs
vocab-target node: U-Net
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: curated_map
vocab-evidence grade: contextual
vocab-evidence assessment: assessment-relationship:cnn89>unet:dep
vocab-claim fingerprint: 646f5c9c

relationship-alexnet>unet:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: AlexNet — the big bang
vocab-target node: U-Net
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: curated_map
vocab-evidence grade: contextual
vocab-evidence assessment: assessment-relationship:alexnet>unet:dep
vocab-claim fingerprint: 50946aef

relationship-transformer>vit:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: Transformer
vocab-target node: Vision Transformer
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: curated_map
vocab-evidence grade: contextual
vocab-evidence assessment: assessment-relationship:transformer>vit:dep
vocab-claim fingerprint: 1f87902c

relationship-imagenet>vit:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: ImageNet & benchmark culture
vocab-target node: Vision Transformer
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: curated_map
vocab-evidence grade: contextual
vocab-evidence assessment: assessment-relationship:imagenet>vit:dep
vocab-claim fingerprint: 9ccbc06f

relationship-vit>clip:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: Vision Transformer
vocab-target node: CLIP — language-supervised vision
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: curated_map
vocab-evidence grade: contextual
vocab-evidence assessment: assessment-relationship:vit>clip:dep
vocab-claim fingerprint: 008371fb

relationship-selfsup>clip:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: Self-supervised learning
vocab-target node: CLIP — language-supervised vision
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: curated_map
vocab-evidence grade: contextual
vocab-evidence assessment: assessment-relationship:selfsup>clip:dep
vocab-claim fingerprint: 6a9d6658

relationship-vit>sam:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: Vision Transformer
vocab-target node: Promptable segmentation (SAM)
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: curated_map
vocab-evidence grade: contextual
vocab-evidence assessment: assessment-relationship:vit>sam:dep
vocab-claim fingerprint: 7b77aa30

relationship-clip>sam:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: CLIP — language-supervised vision
vocab-target node: Promptable segmentation (SAM)
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: curated_map
vocab-evidence grade: editorial
vocab-evidence assessment: assessment-relationship:clip>sam:dep
vocab-claim fingerprint: 03a06b19

relationship-resnet>neural3d:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: ResNet — residual connections
vocab-target node: Neural 3D (NeRF→Gaussian splatting)
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: curated_map
vocab-evidence grade: editorial
vocab-evidence assessment: assessment-relationship:resnet>neural3d:dep
vocab-claim fingerprint: 867e2763

relationship-marr>neural3d:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: Marr's computational vision
vocab-target node: Neural 3D (NeRF→Gaussian splatting)
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: curated_map
vocab-evidence grade: editorial
vocab-evidence assessment: assessment-relationship:marr>neural3d:dep
vocab-claim fingerprint: a71231ae

relationship-selfsup>vjepa:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: Self-supervised learning
vocab-target node: JEPA world models (V-JEPA 2)
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: curated_map
vocab-evidence grade: contextual
vocab-evidence assessment: assessment-relationship:selfsup>vjepa:dep
vocab-claim fingerprint: 6d4d85a6

relationship-worldmodels18>vjepa:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: World Models (Ha & Schmidhuber)
vocab-target node: JEPA world models (V-JEPA 2)
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: curated_map
vocab-evidence grade: editorial
vocab-evidence assessment: assessment-relationship:worldmodels18>vjepa:dep
vocab-claim fingerprint: 06a1f84f

relationship-clip>multimodal:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: CLIP — language-supervised vision
vocab-target node: Native multimodal models
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: curated_map
vocab-evidence grade: contextual
vocab-evidence assessment: assessment-relationship:clip>multimodal:dep
vocab-claim fingerprint: f7df3978

relationship-gpt4>multimodal:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: GPT-4-class multimodal LLMs
vocab-target node: Native multimodal models
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: curated_map
vocab-evidence grade: contextual
vocab-evidence assessment: assessment-relationship:gpt4>multimodal:dep
vocab-claim fingerprint: 4fbecdf3

relationship-speechfm>multimodal:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: Speech foundation models (wav2vec 2.0 → Whisper)
vocab-target node: Native multimodal models
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: research_extension
vocab-evidence grade: unassessed
vocab-evidence assessment: assessment-relationship:speechfm>multimodal:dep
vocab-claim fingerprint: 07caa26b

relationship-autoencoders>vae:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: Autoencoders
vocab-target node: Variational autoencoders
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: curated_map
vocab-evidence grade: contextual
vocab-evidence assessment: assessment-relationship:autoencoders>vae:dep
vocab-claim fingerprint: c506bc66

relationship-mcmc>vae:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: MCMC & variational inference
vocab-target node: Variational autoencoders
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: curated_map
vocab-evidence grade: editorial
vocab-evidence assessment: assessment-relationship:mcmc>vae:dep
vocab-claim fingerprint: c0babd50

relationship-gametheory>gan:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: Game theory (von Neumann–Morgenstern)
vocab-target node: GANs
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: curated_map
vocab-evidence grade: contextual
vocab-evidence assessment: assessment-relationship:gametheory>gan:dep
vocab-claim fingerprint: 61e4a36d

relationship-vae>gan:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: Variational autoencoders
vocab-target node: GANs
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: curated_map
vocab-evidence grade: contextual
vocab-evidence assessment: assessment-relationship:vae>gan:dep
vocab-claim fingerprint: 14a37746

relationship-optimaltransport>gan:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: Computational optimal transport
vocab-target node: GANs
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: research_extension
vocab-evidence grade: unassessed
vocab-evidence assessment: assessment-relationship:optimaltransport>gan:dep
vocab-claim fingerprint: f43a1041

relationship-vae>flows:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: Variational autoencoders
vocab-target node: Normalizing flows
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: curated_map
vocab-evidence grade: contextual
vocab-evidence assessment: assessment-relationship:vae>flows:dep
vocab-claim fingerprint: eff9020d

relationship-optimaltransport>flows:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: Computational optimal transport
vocab-target node: Normalizing flows
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: research_extension
vocab-evidence grade: unassessed
vocab-evidence assessment: assessment-relationship:optimaltransport>flows:dep
vocab-claim fingerprint: b82e3ce6

relationship-alexnet>neuralstyle:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: AlexNet — the big bang
vocab-target node: DeepDream & style transfer
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: curated_map
vocab-evidence grade: contextual
vocab-evidence assessment: assessment-relationship:alexnet>neuralstyle:dep
vocab-claim fingerprint: 3346b07f

relationship-cnn89>wavenet:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: LeNet CNNs
vocab-target node: WaveNet & neural audio
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: curated_map
vocab-evidence grade: contextual
vocab-evidence assessment: assessment-relationship:cnn89>wavenet:dep
vocab-claim fingerprint: 5e94868a

relationship-rnn>wavenet:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: Recurrent networks
vocab-target node: WaveNet & neural audio
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: curated_map
vocab-evidence grade: contextual
vocab-evidence assessment: assessment-relationship:rnn>wavenet:dep
vocab-claim fingerprint: 6501a19e

relationship-vae>diffusion:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: Variational autoencoders
vocab-target node: Diffusion models
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: curated_map
vocab-evidence grade: contextual
vocab-evidence assessment: assessment-relationship:vae>diffusion:dep
vocab-claim fingerprint: 764c3c37

relationship-boltzmann>diffusion:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: Boltzmann machines
vocab-target node: Diffusion models
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: curated_map
vocab-evidence grade: contextual
vocab-evidence assessment: assessment-relationship:boltzmann>diffusion:dep
vocab-claim fingerprint: b3297686

relationship-unet>diffusion:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: U-Net
vocab-target node: Diffusion models
vocab-legacy kind: dep
vocab-relationship type: component
vocab-rationale: U-Net-style backbones are a core implementation component in influential diffusion systems.
vocab-reviewed: true
vocab-origin: curated_map
vocab-evidence grade: direct
vocab-evidence assessment: assessment-relationship:unet>diffusion:dep
vocab-claim fingerprint: e4789acf

relationship-gan>diffusion:sup
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: GANs
vocab-target node: Diffusion models
vocab-legacy kind: sup
vocab-relationship type: legacy_supersession_claim
vocab-rationale: Legacy supersession claim retained for review; it is not treated as established supersession.
vocab-reviewed: false
vocab-origin: curated_map
vocab-evidence grade: contextual
vocab-evidence assessment: assessment-relationship:gan>diffusion:sup
vocab-claim fingerprint: 6662ac27

relationship-diffusion>txt2img:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: Diffusion models
vocab-target node: Text-to-image (latent + guided diffusion)
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: curated_map
vocab-evidence grade: contextual
vocab-evidence assessment: assessment-relationship:diffusion>txt2img:dep
vocab-claim fingerprint: 1f19b6ce

relationship-clip>txt2img:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: CLIP — language-supervised vision
vocab-target node: Text-to-image (latent + guided diffusion)
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: curated_map
vocab-evidence grade: editorial
vocab-evidence assessment: assessment-relationship:clip>txt2img:dep
vocab-claim fingerprint: 762ab32b

relationship-vqcodes>txt2img:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: Discrete neural representations & codecs
vocab-target node: Text-to-image (latent + guided diffusion)
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: research_extension
vocab-evidence grade: unassessed
vocab-evidence assessment: assessment-relationship:vqcodes>txt2img:dep
vocab-claim fingerprint: 8a6673fc

relationship-neuralstyle>txt2img:sup
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: DeepDream & style transfer
vocab-target node: Text-to-image (latent + guided diffusion)
vocab-legacy kind: sup
vocab-relationship type: legacy_supersession_claim
vocab-rationale: Legacy supersession claim retained for review; it is not treated as established supersession.
vocab-reviewed: false
vocab-origin: curated_map
vocab-evidence grade: editorial
vocab-evidence assessment: assessment-relationship:neuralstyle>txt2img:sup
vocab-claim fingerprint: e3083883

relationship-diffusion>dit:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: Diffusion models
vocab-target node: Diffusion Transformers (DiT)
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: curated_map
vocab-evidence grade: editorial
vocab-evidence assessment: assessment-relationship:diffusion>dit:dep
vocab-claim fingerprint: 9621c3c6

relationship-vit>dit:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: Vision Transformer
vocab-target node: Diffusion Transformers (DiT)
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: curated_map
vocab-evidence grade: contextual
vocab-evidence assessment: assessment-relationship:vit>dit:dep
vocab-claim fingerprint: acc233f2

relationship-flowmatching>dit:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: Flow matching & rectified flow
vocab-target node: Diffusion Transformers (DiT)
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: research_extension
vocab-evidence grade: unassessed
vocab-evidence assessment: assessment-relationship:flowmatching>dit:dep
vocab-claim fingerprint: 7ff3cd8a

relationship-wavenet>musicgen:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: WaveNet & neural audio
vocab-target node: Music & voice generation
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: curated_map
vocab-evidence grade: contextual
vocab-evidence assessment: assessment-relationship:wavenet>musicgen:dep
vocab-claim fingerprint: 3c095e2b

relationship-diffusion>musicgen:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: Diffusion models
vocab-target node: Music & voice generation
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: curated_map
vocab-evidence grade: editorial
vocab-evidence assessment: assessment-relationship:diffusion>musicgen:dep
vocab-claim fingerprint: eb2379e6

relationship-vqcodes>musicgen:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: Discrete neural representations & codecs
vocab-target node: Music & voice generation
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: research_extension
vocab-evidence grade: unassessed
vocab-evidence assessment: assessment-relationship:vqcodes>musicgen:dep
vocab-claim fingerprint: 2be8f230

relationship-speechfm>musicgen:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: Speech foundation models (wav2vec 2.0 → Whisper)
vocab-target node: Music & voice generation
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: research_extension
vocab-evidence grade: unassessed
vocab-evidence assessment: assessment-relationship:speechfm>musicgen:dep
vocab-claim fingerprint: acc46b5a

relationship-dit>video:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: Diffusion Transformers (DiT)
vocab-target node: Video generation (Sora→Veo 3)
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: curated_map
vocab-evidence grade: contextual
vocab-evidence assessment: assessment-relationship:dit>video:dep
vocab-claim fingerprint: 3d0e7832

relationship-txt2img>video:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: Text-to-image (latent + guided diffusion)
vocab-target node: Video generation (Sora→Veo 3)
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: curated_map
vocab-evidence grade: contextual
vocab-evidence assessment: assessment-relationship:txt2img>video:dep
vocab-claim fingerprint: d6109f76

relationship-vqcodes>video:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: Discrete neural representations & codecs
vocab-target node: Video generation (Sora→Veo 3)
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: research_extension
vocab-evidence grade: unassessed
vocab-evidence assessment: assessment-relationship:vqcodes>video:dep
vocab-claim fingerprint: cde4bd8a

relationship-flowmatching>video:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: Flow matching & rectified flow
vocab-target node: Video generation (Sora→Veo 3)
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: research_extension
vocab-evidence grade: unassessed
vocab-evidence assessment: assessment-relationship:flowmatching>video:dep
vocab-claim fingerprint: dc83a360

relationship-video>genie:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: Video generation (Sora→Veo 3)
vocab-target node: Interactive world models (Genie 3)
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: curated_map
vocab-evidence grade: contextual
vocab-evidence assessment: assessment-relationship:video>genie:dep
vocab-claim fingerprint: 9d87aa4f

relationship-worldmodels18>genie:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: World Models (Ha & Schmidhuber)
vocab-target node: Interactive world models (Genie 3)
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: curated_map
vocab-evidence grade: contextual
vocab-evidence assessment: assessment-relationship:worldmodels18>genie:dep
vocab-claim fingerprint: f707017b

relationship-vqcodes>genie:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: Discrete neural representations & codecs
vocab-target node: Interactive world models (Genie 3)
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: research_extension
vocab-evidence grade: unassessed
vocab-evidence assessment: assessment-relationship:vqcodes>genie:dep
vocab-claim fingerprint: 73bfdadd

relationship-genie>gap dreamtrain:gap
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: Interactive world models (Genie 3)
vocab-target node: Robots trained in dreamed worlds
vocab-legacy kind: gap
vocab-relationship type: proposed_combination
vocab-rationale: Editorially proposed research combination; not a claim that the work already exists.
vocab-reviewed: true
vocab-origin: curated_map
vocab-evidence grade: hypothesis
vocab-evidence assessment: assessment-relationship:genie>gap dreamtrain:gap
vocab-claim fingerprint: 8e90b035

relationship-rtfm>gap dreamtrain:gap
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: Robot foundation models
vocab-target node: Robots trained in dreamed worlds
vocab-legacy kind: gap
vocab-relationship type: proposed_combination
vocab-rationale: Editorially proposed research combination; not a claim that the work already exists.
vocab-reviewed: true
vocab-origin: curated_map
vocab-evidence grade: hypothesis
vocab-evidence assessment: assessment-relationship:rtfm>gap dreamtrain:gap
vocab-claim fingerprint: f4a2445e

relationship-simenv>gap dreamtrain:gap
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: Simulation environments
vocab-target node: Robots trained in dreamed worlds
vocab-legacy kind: gap
vocab-relationship type: proposed_combination
vocab-rationale: Editorially proposed research combination; not a claim that the work already exists.
vocab-reviewed: true
vocab-origin: curated_map
vocab-evidence grade: hypothesis
vocab-evidence assessment: assessment-relationship:simenv>gap dreamtrain:gap
vocab-claim fingerprint: 68240a5f

relationship-visuomotor>gap dreamtrain:gap
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: Generative visuomotor policies
vocab-target node: Robots trained in dreamed worlds
vocab-legacy kind: gap
vocab-relationship type: proposed_combination
vocab-rationale: Editorially proposed research combination; not a claim that the work already exists.
vocab-reviewed: true
vocab-origin: research_extension
vocab-evidence grade: hypothesis
vocab-evidence assessment: assessment-relationship:visuomotor>gap dreamtrain:gap
vocab-claim fingerprint: b56fb3da

relationship-wiener48>kalman:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: Cybernetics (Wiener)
vocab-target node: Kalman filter
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: curated_map
vocab-evidence grade: editorial
vocab-evidence assessment: assessment-relationship:wiener48>kalman:dep
vocab-claim fingerprint: ecb2cc0c

relationship-markov>kalman:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: Markov chains (1906→1913)
vocab-target node: Kalman filter
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: curated_map
vocab-evidence grade: contextual
vocab-evidence assessment: assessment-relationship:markov>kalman:dep
vocab-claim fingerprint: e1d6a558

relationship-stats25>patternrec:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: Statistical inference (Fisher; Bayes)
vocab-target node: Statistical pattern recognition
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: curated_map
vocab-evidence grade: contextual
vocab-evidence assessment: assessment-relationship:stats25>patternrec:dep
vocab-claim fingerprint: e33926fe

relationship-perceptron>patternrec:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: Perceptron (Rosenblatt)
vocab-target node: Statistical pattern recognition
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: curated_map
vocab-evidence grade: contextual
vocab-evidence assessment: assessment-relationship:perceptron>patternrec:dep
vocab-claim fingerprint: 81b3517e

relationship-stats25>em:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: Statistical inference (Fisher; Bayes)
vocab-target node: EM algorithm
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: curated_map
vocab-evidence grade: editorial
vocab-evidence assessment: assessment-relationship:stats25>em:dep
vocab-claim fingerprint: 52a20168

relationship-complexity71>pac:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: NP-completeness (Cook–Karp)
vocab-target node: PAC learning & COLT
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: curated_map
vocab-evidence grade: editorial
vocab-evidence assessment: assessment-relationship:complexity71>pac:dep
vocab-claim fingerprint: c2c192c8

relationship-patternrec>pac:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: Statistical pattern recognition
vocab-target node: PAC learning & COLT
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: curated_map
vocab-evidence grade: contextual
vocab-evidence assessment: assessment-relationship:patternrec>pac:dep
vocab-claim fingerprint: 5e0f8930

relationship-patternrec>dtrees:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: Statistical pattern recognition
vocab-target node: Decision trees (ID3/CART)
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: curated_map
vocab-evidence grade: contextual
vocab-evidence assessment: assessment-relationship:patternrec>dtrees:dep
vocab-claim fingerprint: 43b6f8c1

relationship-em>bayesnets:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: EM algorithm
vocab-target node: Bayesian networks (Pearl)
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: curated_map
vocab-evidence grade: contextual
vocab-evidence assessment: assessment-relationship:em>bayesnets:dep
vocab-claim fingerprint: 62f0d052

relationship-stats25>bayesnets:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: Statistical inference (Fisher; Bayes)
vocab-target node: Bayesian networks (Pearl)
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: curated_map
vocab-evidence grade: editorial
vocab-evidence assessment: assessment-relationship:stats25>bayesnets:dep
vocab-claim fingerprint: 76d3eeb6

relationship-stats25>mcmc:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: Statistical inference (Fisher; Bayes)
vocab-target node: MCMC & variational inference
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: curated_map
vocab-evidence grade: editorial
vocab-evidence assessment: assessment-relationship:stats25>mcmc:dep
vocab-claim fingerprint: 498ab20a

relationship-em>mcmc:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: EM algorithm
vocab-target node: MCMC & variational inference
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: curated_map
vocab-evidence grade: editorial
vocab-evidence assessment: assessment-relationship:em>mcmc:dep
vocab-claim fingerprint: 8ef5b72e

relationship-pac>svm:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: PAC learning & COLT
vocab-target node: SVMs & kernel methods
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: curated_map
vocab-evidence grade: contextual
vocab-evidence assessment: assessment-relationship:pac>svm:dep
vocab-claim fingerprint: 53c7863c

relationship-patternrec>svm:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: Statistical pattern recognition
vocab-target node: SVMs & kernel methods
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: curated_map
vocab-evidence grade: contextual
vocab-evidence assessment: assessment-relationship:patternrec>svm:dep
vocab-claim fingerprint: 68f65000

relationship-stats25>gp:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: Statistical inference (Fisher; Bayes)
vocab-target node: Gaussian processes
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: curated_map
vocab-evidence grade: editorial
vocab-evidence assessment: assessment-relationship:stats25>gp:dep
vocab-claim fingerprint: 9e6e0271

relationship-bayesnets>gp:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: Bayesian networks (Pearl)
vocab-target node: Gaussian processes
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: curated_map
vocab-evidence grade: contextual
vocab-evidence assessment: assessment-relationship:bayesnets>gp:dep
vocab-claim fingerprint: 674c9617

relationship-dtrees>adaboost:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: Decision trees (ID3/CART)
vocab-target node: Boosting & random forests
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: curated_map
vocab-evidence grade: contextual
vocab-evidence assessment: assessment-relationship:dtrees>adaboost:dep
vocab-claim fingerprint: 3b93092c

relationship-pac>adaboost:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: PAC learning & COLT
vocab-target node: Boosting & random forests
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: curated_map
vocab-evidence grade: contextual
vocab-evidence assessment: assessment-relationship:pac>adaboost:dep
vocab-claim fingerprint: 6f8299df

relationship-bayesnets>graphicalmodels:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: Bayesian networks (Pearl)
vocab-target node: Structured prediction (CRFs)
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: curated_map
vocab-evidence grade: contextual
vocab-evidence assessment: assessment-relationship:bayesnets>graphicalmodels:dep
vocab-claim fingerprint: e2b5df7f

relationship-em>graphicalmodels:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: EM algorithm
vocab-target node: Structured prediction (CRFs)
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: curated_map
vocab-evidence grade: contextual
vocab-evidence assessment: assessment-relationship:em>graphicalmodels:dep
vocab-claim fingerprint: e61cd291

relationship-mcmc>topicmodels:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: MCMC & variational inference
vocab-target node: Topic models (LDA)
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: curated_map
vocab-evidence grade: editorial
vocab-evidence assessment: assessment-relationship:mcmc>topicmodels:dep
vocab-claim fingerprint: fdd51105

relationship-em>topicmodels:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: EM algorithm
vocab-target node: Topic models (LDA)
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: curated_map
vocab-evidence grade: editorial
vocab-evidence assessment: assessment-relationship:em>topicmodels:dep
vocab-claim fingerprint: 9fb82a73

relationship-em>recsys:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: EM algorithm
vocab-target node: Recommender systems
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: curated_map
vocab-evidence grade: editorial
vocab-evidence assessment: assessment-relationship:em>recsys:dep
vocab-claim fingerprint: b6611505

relationship-sgd>recsys:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: Stochastic gradient descent
vocab-target node: Recommender systems
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: curated_map
vocab-evidence grade: editorial
vocab-evidence assessment: assessment-relationship:sgd>recsys:dep
vocab-claim fingerprint: 6f6df841

relationship-bayesnets>causal:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: Bayesian networks (Pearl)
vocab-target node: Causal inference
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: curated_map
vocab-evidence grade: contextual
vocab-evidence assessment: assessment-relationship:bayesnets>causal:dep
vocab-claim fingerprint: cf507d11

relationship-gp>bayesopt:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: Gaussian processes
vocab-target node: Bayesian optimization, NAS & AutoML
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: curated_map
vocab-evidence grade: contextual
vocab-evidence assessment: assessment-relationship:gp>bayesopt:dep
vocab-claim fingerprint: 16aa6fa0

relationship-ga>bayesopt:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: Genetic algorithms
vocab-target node: Bayesian optimization, NAS & AutoML
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: research_extension
vocab-evidence grade: unassessed
vocab-evidence assessment: assessment-relationship:ga>bayesopt:dep
vocab-claim fingerprint: fcca38bd

relationship-policygrad>bayesopt:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: Policy gradients (REINFORCE → actor–critic)
vocab-target node: Bayesian optimization, NAS & AutoML
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: research_extension
vocab-evidence grade: unassessed
vocab-evidence assessment: assessment-relationship:policygrad>bayesopt:dep
vocab-claim fingerprint: 780a297b

relationship-mcmc>probprog:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: MCMC & variational inference
vocab-target node: Probabilistic programming
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: curated_map
vocab-evidence grade: editorial
vocab-evidence assessment: assessment-relationship:mcmc>probprog:dep
vocab-claim fingerprint: 4881c36f

relationship-lisp>probprog:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: LISP
vocab-target node: Probabilistic programming
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: curated_map
vocab-evidence grade: editorial
vocab-evidence assessment: assessment-relationship:lisp>probprog:dep
vocab-claim fingerprint: 9dd2bdbb

relationship-gp>conformal:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: Gaussian processes
vocab-target node: Calibration, ensembles & conformal UQ
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: curated_map
vocab-evidence grade: editorial
vocab-evidence assessment: assessment-relationship:gp>conformal:dep
vocab-claim fingerprint: bc3b6908

relationship-stats25>conformal:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: Statistical inference (Fisher; Bayes)
vocab-target node: Calibration, ensembles & conformal UQ
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: curated_map
vocab-evidence grade: editorial
vocab-evidence assessment: assessment-relationship:stats25>conformal:dep
vocab-claim fingerprint: fd0811f9

relationship-alexnet>conformal:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: AlexNet — the big bang
vocab-target node: Calibration, ensembles & conformal UQ
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: research_extension
vocab-evidence grade: unassessed
vocab-evidence assessment: assessment-relationship:alexnet>conformal:dep
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relationship-oodshift>conformal:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
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vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: research_extension
vocab-evidence grade: unassessed
vocab-evidence assessment: assessment-relationship:oodshift>conformal:dep
vocab-claim fingerprint: 41fba815

relationship-causal>gap causal:gap
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
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vocab-relationship type: proposed_combination
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vocab-reviewed: true
vocab-origin: curated_map
vocab-evidence grade: hypothesis
vocab-evidence assessment: assessment-relationship:causal>gap causal:gap
vocab-claim fingerprint: 640feb82

relationship-genie>gap causal:gap
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: Interactive world models (Genie 3)
vocab-target node: Causal world models
vocab-legacy kind: gap
vocab-relationship type: proposed_combination
vocab-rationale: Editorially proposed research combination; not a claim that the work already exists.
vocab-reviewed: true
vocab-origin: curated_map
vocab-evidence grade: hypothesis
vocab-evidence assessment: assessment-relationship:genie>gap causal:gap
vocab-claim fingerprint: 4d676b63

relationship-modelbased>gap causal:gap
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
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vocab-target node: Causal world models
vocab-legacy kind: gap
vocab-relationship type: proposed_combination
vocab-rationale: Editorially proposed research combination; not a claim that the work already exists.
vocab-reviewed: true
vocab-origin: curated_map
vocab-evidence grade: hypothesis
vocab-evidence assessment: assessment-relationship:modelbased>gap causal:gap
vocab-claim fingerprint: d0286eeb

relationship-adaboost>gap tabular:gap
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: Boosting & random forests
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vocab-legacy kind: gap
vocab-relationship type: proposed_combination
vocab-rationale: Editorially proposed research combination; not a claim that the work already exists.
vocab-reviewed: true
vocab-origin: curated_map
vocab-evidence grade: hypothesis
vocab-evidence assessment: assessment-relationship:adaboost>gap tabular:gap
vocab-claim fingerprint: f3c6d3f4

relationship-transformer>gap tabular:gap
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
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vocab-target node: Deep learning vs tabular data
vocab-legacy kind: gap
vocab-relationship type: proposed_combination
vocab-rationale: Editorially proposed research combination; not a claim that the work already exists.
vocab-reviewed: true
vocab-origin: curated_map
vocab-evidence grade: hypothesis
vocab-evidence assessment: assessment-relationship:transformer>gap tabular:gap
vocab-claim fingerprint: 823179d8

relationship-vonneumann45>cellauto:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
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vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: curated_map
vocab-evidence grade: editorial
vocab-evidence assessment: assessment-relationship:vonneumann45>cellauto:dep
vocab-claim fingerprint: 4e9a70c7

relationship-evolstrat>ga:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: Evolution strategies
vocab-target node: Genetic algorithms
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: curated_map
vocab-evidence grade: contextual
vocab-evidence assessment: assessment-relationship:evolstrat>ga:dep
vocab-claim fingerprint: fa869a4a

relationship-cellauto>ga:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: Self-reproducing automata
vocab-target node: Genetic algorithms
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: curated_map
vocab-evidence grade: editorial
vocab-evidence assessment: assessment-relationship:cellauto>ga:dep
vocab-claim fingerprint: a959c599

relationship-cellauto>alife:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: Self-reproducing automata
vocab-target node: Artificial life
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: curated_map
vocab-evidence grade: contextual
vocab-evidence assessment: assessment-relationship:cellauto>alife:dep
vocab-claim fingerprint: 2671f00e

relationship-ga>alife:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: Genetic algorithms
vocab-target node: Artificial life
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: curated_map
vocab-evidence grade: contextual
vocab-evidence assessment: assessment-relationship:ga>alife:dep
vocab-claim fingerprint: 6ffc36f5

relationship-ga>gp92:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: Genetic algorithms
vocab-target node: Genetic programming
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: curated_map
vocab-evidence grade: contextual
vocab-evidence assessment: assessment-relationship:ga>gp92:dep
vocab-claim fingerprint: cf3bb1b0

relationship-alife>swarm:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: Artificial life
vocab-target node: Swarm intelligence (ACO, PSO)
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: curated_map
vocab-evidence grade: contextual
vocab-evidence assessment: assessment-relationship:alife>swarm:dep
vocab-claim fingerprint: b1303ca5

relationship-ga>neat:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: Genetic algorithms
vocab-target node: Neuroevolution (NEAT)
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: curated_map
vocab-evidence grade: contextual
vocab-evidence assessment: assessment-relationship:ga>neat:dep
vocab-claim fingerprint: e2e0b4e0

relationship-hebb49>spiking:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: Hebbian learning
vocab-target node: Spiking neural networks
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: curated_map
vocab-evidence grade: contextual
vocab-evidence assessment: assessment-relationship:hebb49>spiking:dep
vocab-claim fingerprint: 3f344be1

relationship-hodgkin52>spiking:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: Hodgkin–Huxley neuron model
vocab-target node: Spiking neural networks
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: curated_map
vocab-evidence grade: contextual
vocab-evidence assessment: assessment-relationship:hodgkin52>spiking:dep
vocab-claim fingerprint: c685250c

relationship-hubel59>mead:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: Hubel & Wiesel visual cortex
vocab-target node: Analog VLSI neural hardware
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: curated_map
vocab-evidence grade: editorial
vocab-evidence assessment: assessment-relationship:hubel59>mead:dep
vocab-claim fingerprint: 6e346af3

relationship-shannon37>mead:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: Boolean circuits (Shannon's thesis)
vocab-target node: Analog VLSI neural hardware
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: curated_map
vocab-evidence grade: editorial
vocab-evidence assessment: assessment-relationship:shannon37>mead:dep
vocab-claim fingerprint: af220750

relationship-rnn>reservoir:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: Recurrent networks
vocab-target node: Reservoir computing
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: curated_map
vocab-evidence grade: contextual
vocab-evidence assessment: assessment-relationship:rnn>reservoir:dep
vocab-claim fingerprint: 413d39df

relationship-hubel59>htm:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: Hubel & Wiesel visual cortex
vocab-target node: Hierarchical Temporal Memory
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: curated_map
vocab-evidence grade: contextual
vocab-evidence assessment: assessment-relationship:hubel59>htm:dep
vocab-claim fingerprint: 6539255b

relationship-complexity71>dna:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: NP-completeness (Cook–Karp)
vocab-target node: DNA computing
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: curated_map
vocab-evidence grade: editorial
vocab-evidence assessment: assessment-relationship:complexity71>dna:dep
vocab-claim fingerprint: d1014661

relationship-spiking>neuromorphic:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: Spiking neural networks
vocab-target node: Neuromorphic chips (Loihi)
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: curated_map
vocab-evidence grade: contextual
vocab-evidence assessment: assessment-relationship:spiking>neuromorphic:dep
vocab-claim fingerprint: 3684e5e8

relationship-mead>neuromorphic:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: Analog VLSI neural hardware
vocab-target node: Neuromorphic chips (Loihi)
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: curated_map
vocab-evidence grade: editorial
vocab-evidence assessment: assessment-relationship:mead>neuromorphic:dep
vocab-claim fingerprint: 9c29e1ae

relationship-complexity71>quantumml:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: NP-completeness (Cook–Karp)
vocab-target node: Quantum machine learning
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: curated_map
vocab-evidence grade: editorial
vocab-evidence assessment: assessment-relationship:complexity71>quantumml:dep
vocab-claim fingerprint: 15af7e3c

relationship-mead>optical:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: Analog VLSI neural hardware
vocab-target node: Optical neural networks
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: curated_map
vocab-evidence grade: contextual
vocab-evidence assessment: assessment-relationship:mead>optical:dep
vocab-claim fingerprint: 9265f53f

relationship-mead>analogai:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: Analog VLSI neural hardware
vocab-target node: Analog in-memory computing
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: curated_map
vocab-evidence grade: contextual
vocab-evidence assessment: assessment-relationship:mead>analogai:dep
vocab-claim fingerprint: e212bcd7

relationship-neuromorphic>analogai:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: Neuromorphic chips (Loihi)
vocab-target node: Analog in-memory computing
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: curated_map
vocab-evidence grade: contextual
vocab-evidence assessment: assessment-relationship:neuromorphic>analogai:dep
vocab-claim fingerprint: da658b6f

relationship-gp92>alphaevolve:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: Genetic programming
vocab-target node: LLM-guided evolution (AlphaEvolve)
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: curated_map
vocab-evidence grade: contextual
vocab-evidence assessment: assessment-relationship:gp92>alphaevolve:dep
vocab-claim fingerprint: 906d3a81

relationship-gpt4>alphaevolve:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: GPT-4-class multimodal LLMs
vocab-target node: LLM-guided evolution (AlphaEvolve)
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: curated_map
vocab-evidence grade: editorial
vocab-evidence assessment: assessment-relationship:gpt4>alphaevolve:dep
vocab-claim fingerprint: fae0f06e

relationship-mapelites>alphaevolve:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: Quality-diversity search (MAP-Elites)
vocab-target node: LLM-guided evolution (AlphaEvolve)
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: research_extension
vocab-evidence grade: unassessed
vocab-evidence assessment: assessment-relationship:mapelites>alphaevolve:dep
vocab-claim fingerprint: b2d5dacf

relationship-hebb49>gap biolearn:gap
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: Hebbian learning
vocab-target node: Learning without backprop
vocab-legacy kind: gap
vocab-relationship type: proposed_combination
vocab-rationale: Editorially proposed research combination; not a claim that the work already exists.
vocab-reviewed: true
vocab-origin: curated_map
vocab-evidence grade: hypothesis
vocab-evidence assessment: assessment-relationship:hebb49>gap biolearn:gap
vocab-claim fingerprint: a7626144

relationship-spiking>gap biolearn:gap
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: Spiking neural networks
vocab-target node: Learning without backprop
vocab-legacy kind: gap
vocab-relationship type: proposed_combination
vocab-rationale: Editorially proposed research combination; not a claim that the work already exists.
vocab-reviewed: true
vocab-origin: curated_map
vocab-evidence grade: hypothesis
vocab-evidence assessment: assessment-relationship:spiking>gap biolearn:gap
vocab-claim fingerprint: 935a0685

relationship-analogai>gap biolearn:gap
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: Analog in-memory computing
vocab-target node: Learning without backprop
vocab-legacy kind: gap
vocab-relationship type: proposed_combination
vocab-rationale: Editorially proposed research combination; not a claim that the work already exists.
vocab-reviewed: true
vocab-origin: curated_map
vocab-evidence grade: hypothesis
vocab-evidence assessment: assessment-relationship:analogai>gap biolearn:gap
vocab-claim fingerprint: fac46b22

relationship-quantumml>gap quant:gap
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: Quantum machine learning
vocab-target node: Quantum advantage for learning
vocab-legacy kind: gap
vocab-relationship type: proposed_combination
vocab-rationale: Editorially proposed research combination; not a claim that the work already exists.
vocab-reviewed: true
vocab-origin: curated_map
vocab-evidence grade: hypothesis
vocab-evidence assessment: assessment-relationship:quantumml>gap quant:gap
vocab-claim fingerprint: f47e7b4f

relationship-wiener48>unimate:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: Cybernetics (Wiener)
vocab-target node: Unimate — industrial robots
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: curated_map
vocab-evidence grade: editorial
vocab-evidence assessment: assessment-relationship:wiener48>unimate:dep
vocab-claim fingerprint: cb31944b

relationship-astar>shakey:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: A* search
vocab-target node: Shakey
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: curated_map
vocab-evidence grade: contextual
vocab-evidence assessment: assessment-relationship:astar>shakey:dep
vocab-claim fingerprint: de4b5c50

relationship-roberts63>shakey:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: Blocks-world vision
vocab-target node: Shakey
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: curated_map
vocab-evidence grade: editorial
vocab-evidence assessment: assessment-relationship:roberts63>shakey:dep
vocab-claim fingerprint: 69245b27

relationship-shakey>moravec:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: Shakey
vocab-target node: Moravec's paradox
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: curated_map
vocab-evidence grade: editorial
vocab-evidence assessment: assessment-relationship:shakey>moravec:dep
vocab-claim fingerprint: da89fec8

relationship-shakey>subsumption:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: Shakey
vocab-target node: Behavior-based robotics
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: curated_map
vocab-evidence grade: editorial
vocab-evidence assessment: assessment-relationship:shakey>subsumption:dep
vocab-claim fingerprint: 811cb3f8

relationship-wiener48>subsumption:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: Cybernetics (Wiener)
vocab-target node: Behavior-based robotics
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: curated_map
vocab-evidence grade: editorial
vocab-evidence assessment: assessment-relationship:wiener48>subsumption:dep
vocab-claim fingerprint: 4400bde9

relationship-subsumption>cog:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: Behavior-based robotics
vocab-target node: Cog & the humanoid lab era
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: curated_map
vocab-evidence grade: editorial
vocab-evidence assessment: assessment-relationship:subsumption>cog:dep
vocab-claim fingerprint: e7c0f3ea

relationship-backprop>alvinn:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: Backpropagation
vocab-target node: ALVINN drives (1989)
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: curated_map
vocab-evidence grade: editorial
vocab-evidence assessment: assessment-relationship:backprop>alvinn:dep
vocab-claim fingerprint: 18565fde

relationship-kalman>slam:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: Kalman filter
vocab-target node: SLAM
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: curated_map
vocab-evidence grade: contextual
vocab-evidence assessment: assessment-relationship:kalman>slam:dep
vocab-claim fingerprint: 67c955cd

relationship-shakey>slam:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: Shakey
vocab-target node: SLAM
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: curated_map
vocab-evidence grade: editorial
vocab-evidence assessment: assessment-relationship:shakey>slam:dep
vocab-claim fingerprint: 26e5a44e

relationship-ga>evolrobotics:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: Genetic algorithms
vocab-target node: Evolutionary & developmental robotics
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: curated_map
vocab-evidence grade: editorial
vocab-evidence assessment: assessment-relationship:ga>evolrobotics:dep
vocab-claim fingerprint: 602cc62d

relationship-subsumption>evolrobotics:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: Behavior-based robotics
vocab-target node: Evolutionary & developmental robotics
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: curated_map
vocab-evidence grade: editorial
vocab-evidence assessment: assessment-relationship:subsumption>evolrobotics:dep
vocab-claim fingerprint: 7826076e

relationship-wiener48>bostondynamics:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: Cybernetics (Wiener)
vocab-target node: Dynamic legged locomotion
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: curated_map
vocab-evidence grade: editorial
vocab-evidence assessment: assessment-relationship:wiener48>bostondynamics:dep
vocab-claim fingerprint: f6ace9af

relationship-slam>bostondynamics:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: SLAM
vocab-target node: Dynamic legged locomotion
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: curated_map
vocab-evidence grade: contextual
vocab-evidence assessment: assessment-relationship:slam>bostondynamics:dep
vocab-claim fingerprint: 4c365d50

relationship-slam>darpagc:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: SLAM
vocab-target node: DARPA Grand Challenge
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: curated_map
vocab-evidence grade: contextual
vocab-evidence assessment: assessment-relationship:slam>darpagc:dep
vocab-claim fingerprint: e20cc8e3

relationship-sift>darpagc:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: Hand-crafted features (SIFT, HOG)
vocab-target node: DARPA Grand Challenge
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: curated_map
vocab-evidence grade: editorial
vocab-evidence assessment: assessment-relationship:sift>darpagc:dep
vocab-claim fingerprint: e076a2d0

relationship-slam>simenv:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: SLAM
vocab-target node: Simulation environments
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: curated_map
vocab-evidence grade: contextual
vocab-evidence assessment: assessment-relationship:slam>simenv:dep
vocab-claim fingerprint: a47c1fe1

relationship-dqn>simenv:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: DQN — Atari from pixels
vocab-target node: Simulation environments
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: curated_map
vocab-evidence grade: editorial
vocab-evidence assessment: assessment-relationship:dqn>simenv:dep
vocab-claim fingerprint: e27581f7

relationship-continuousrl>simenv:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: Deep continuous control (DDPG → SAC)
vocab-target node: Simulation environments
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: research_extension
vocab-evidence grade: unassessed
vocab-evidence assessment: assessment-relationship:continuousrl>simenv:dep
vocab-claim fingerprint: 6568c139

relationship-dqn>deeprlrobot:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: DQN — Atari from pixels
vocab-target node: Deep RL manipulation
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: curated_map
vocab-evidence grade: editorial
vocab-evidence assessment: assessment-relationship:dqn>deeprlrobot:dep
vocab-claim fingerprint: 7f1cef0f

relationship-simenv>deeprlrobot:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: Simulation environments
vocab-target node: Deep RL manipulation
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: curated_map
vocab-evidence grade: contextual
vocab-evidence assessment: assessment-relationship:simenv>deeprlrobot:dep
vocab-claim fingerprint: fce1e4a2

relationship-continuousrl>deeprlrobot:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: Deep continuous control (DDPG → SAC)
vocab-target node: Deep RL manipulation
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: research_extension
vocab-evidence grade: unassessed
vocab-evidence assessment: assessment-relationship:continuousrl>deeprlrobot:dep
vocab-claim fingerprint: 339ae47d

relationship-imitation>deeprlrobot:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: Modern imitation learning (DAgger → GAIL)
vocab-target node: Deep RL manipulation
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: research_extension
vocab-evidence grade: unassessed
vocab-evidence assessment: assessment-relationship:imitation>deeprlrobot:dep
vocab-claim fingerprint: 82d76208

relationship-darpagc>selfdriving:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: DARPA Grand Challenge
vocab-target node: Self-driving's long grind
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: curated_map
vocab-evidence grade: contextual
vocab-evidence assessment: assessment-relationship:darpagc>selfdriving:dep
vocab-claim fingerprint: 3d67d10f

relationship-detection>selfdriving:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: Detection & segmentation
vocab-target node: Self-driving's long grind
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: curated_map
vocab-evidence grade: contextual
vocab-evidence assessment: assessment-relationship:detection>selfdriving:dep
vocab-claim fingerprint: 60d991ce

relationship-alvinn>selfdriving:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: ALVINN drives (1989)
vocab-target node: Self-driving's long grind
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: curated_map
vocab-evidence grade: contextual
vocab-evidence assessment: assessment-relationship:alvinn>selfdriving:dep
vocab-claim fingerprint: fce06905

relationship-oodshift>selfdriving:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: Distribution shift & OOD detection
vocab-target node: Self-driving's long grind
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: research_extension
vocab-evidence grade: unassessed
vocab-evidence assessment: assessment-relationship:oodshift>selfdriving:dep
vocab-claim fingerprint: aa3c3da7

relationship-clip>rtfm:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: CLIP — language-supervised vision
vocab-target node: Robot foundation models
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: research_extension
vocab-evidence grade: unassessed
vocab-evidence assessment: assessment-relationship:clip>rtfm:dep
vocab-claim fingerprint: dfe52199

relationship-transformer>rtfm:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: Transformer
vocab-target node: Robot foundation models
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: research_extension
vocab-evidence grade: unassessed
vocab-evidence assessment: assessment-relationship:transformer>rtfm:dep
vocab-claim fingerprint: 70875e6e

relationship-deeprlrobot>rtfm:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: Deep RL manipulation
vocab-target node: Robot foundation models
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: curated_map
vocab-evidence grade: contextual
vocab-evidence assessment: assessment-relationship:deeprlrobot>rtfm:dep
vocab-claim fingerprint: 89b8e357

relationship-groundedplanning>rtfm:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: Language-grounded embodied planning
vocab-target node: Robot foundation models
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: research_extension
vocab-evidence grade: unassessed
vocab-evidence assessment: assessment-relationship:groundedplanning>rtfm:dep
vocab-claim fingerprint: 03861de6

relationship-imitation>rtfm:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: Modern imitation learning (DAgger → GAIL)
vocab-target node: Robot foundation models
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: research_extension
vocab-evidence grade: unassessed
vocab-evidence assessment: assessment-relationship:imitation>rtfm:dep
vocab-claim fingerprint: bda9dfe3

relationship-bostondynamics>humanoid26:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: Dynamic legged locomotion
vocab-target node: Humanoid renaissance
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: curated_map
vocab-evidence grade: contextual
vocab-evidence assessment: assessment-relationship:bostondynamics>humanoid26:dep
vocab-claim fingerprint: 63701c4e

relationship-rtfm>humanoid26:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: Robot foundation models
vocab-target node: Humanoid renaissance
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: curated_map
vocab-evidence grade: contextual
vocab-evidence assessment: assessment-relationship:rtfm>humanoid26:dep
vocab-claim fingerprint: 7fc1f4c6

relationship-cog>humanoid26:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: Cog & the humanoid lab era
vocab-target node: Humanoid renaissance
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: curated_map
vocab-evidence grade: contextual
vocab-evidence assessment: assessment-relationship:cog>humanoid26:dep
vocab-claim fingerprint: 358a8e1e

relationship-visuomotor>humanoid26:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: Generative visuomotor policies
vocab-target node: Humanoid renaissance
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: research_extension
vocab-evidence grade: unassessed
vocab-evidence assessment: assessment-relationship:visuomotor>humanoid26:dep
vocab-claim fingerprint: 0bdb7fca

relationship-groundedplanning>humanoid26:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: Language-grounded embodied planning
vocab-target node: Humanoid renaissance
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: research_extension
vocab-evidence grade: unassessed
vocab-evidence assessment: assessment-relationship:groundedplanning>humanoid26:dep
vocab-claim fingerprint: 5bc01342

relationship-swarm>gap swarm:gap
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: Swarm intelligence (ACO, PSO)
vocab-target node: Swarms × foundation models
vocab-legacy kind: gap
vocab-relationship type: proposed_combination
vocab-rationale: Editorially proposed research combination; not a claim that the work already exists.
vocab-reviewed: true
vocab-origin: curated_map
vocab-evidence grade: hypothesis
vocab-evidence assessment: assessment-relationship:swarm>gap swarm:gap
vocab-claim fingerprint: c71eebd2

relationship-rtfm>gap swarm:gap
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: Robot foundation models
vocab-target node: Swarms × foundation models
vocab-legacy kind: gap
vocab-relationship type: proposed_combination
vocab-rationale: Editorially proposed research combination; not a claim that the work already exists.
vocab-reviewed: true
vocab-origin: curated_map
vocab-evidence grade: hypothesis
vocab-evidence assessment: assessment-relationship:rtfm>gap swarm:gap
vocab-claim fingerprint: 3f6c1b5f

relationship-marl>gap swarm:gap
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: Multi-agent RL
vocab-target node: Swarms × foundation models
vocab-legacy kind: gap
vocab-relationship type: proposed_combination
vocab-rationale: Editorially proposed research combination; not a claim that the work already exists.
vocab-reviewed: true
vocab-origin: curated_map
vocab-evidence grade: hypothesis
vocab-evidence assessment: assessment-relationship:marl>gap swarm:gap
vocab-claim fingerprint: f8a9fc7a

relationship-wiener48>wienerwarn:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: Cybernetics (Wiener)
vocab-target node: Wiener's control warning
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: curated_map
vocab-evidence grade: contextual
vocab-evidence assessment: assessment-relationship:wiener48>wienerwarn:dep
vocab-claim fingerprint: b9a23a0c

relationship-eliza>weizenbaum:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: ELIZA
vocab-target node: 'Computer Power and Human Reason'
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: curated_map
vocab-evidence grade: contextual
vocab-evidence assessment: assessment-relationship:eliza>weizenbaum:dep
vocab-claim fingerprint: f1872b70

relationship-solomonoff>aixi:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: Solomonoff induction
vocab-target node: AIXI — universal intelligence
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: curated_map
vocab-evidence grade: contextual
vocab-evidence assessment: assessment-relationship:solomonoff>aixi:dep
vocab-claim fingerprint: 9e5cc4d5

relationship-rlbook>aixi:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: RL synthesis (Sutton & Barto)
vocab-target node: AIXI — universal intelligence
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: curated_map
vocab-evidence grade: contextual
vocab-evidence assessment: assessment-relationship:rlbook>aixi:dep
vocab-claim fingerprint: 189c5ddc

relationship-asimov>friendlyai:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: Asimov's Three Laws
vocab-target node: Agent foundations (MIRI)
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: curated_map
vocab-evidence grade: editorial
vocab-evidence assessment: assessment-relationship:asimov>friendlyai:dep
vocab-claim fingerprint: 39915bc4

relationship-aixi>friendlyai:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: AIXI — universal intelligence
vocab-target node: Agent foundations (MIRI)
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: curated_map
vocab-evidence grade: editorial
vocab-evidence assessment: assessment-relationship:aixi>friendlyai:dep
vocab-claim fingerprint: abcee36a

relationship-friendlyai>superintbook:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: Agent foundations (MIRI)
vocab-target node: 'Superintelligence' (Bostrom)
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: curated_map
vocab-evidence grade: contextual
vocab-evidence assessment: assessment-relationship:friendlyai>superintbook:dep
vocab-claim fingerprint: e4b1ee6e

relationship-superintbook>concreteproblems:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: 'Superintelligence' (Bostrom)
vocab-target node: Concrete Problems in AI Safety
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: curated_map
vocab-evidence grade: contextual
vocab-evidence assessment: assessment-relationship:superintbook>concreteproblems:dep
vocab-claim fingerprint: 74609ce0

relationship-dqn>concreteproblems:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: DQN — Atari from pixels
vocab-target node: Concrete Problems in AI Safety
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: curated_map
vocab-evidence grade: editorial
vocab-evidence assessment: assessment-relationship:dqn>concreteproblems:dep
vocab-claim fingerprint: 56df882a

relationship-concreteproblems>rlhf:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: Concrete Problems in AI Safety
vocab-target node: RLHF — learning from preferences
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: curated_map
vocab-evidence grade: contextual
vocab-evidence assessment: assessment-relationship:concreteproblems>rlhf:dep
vocab-claim fingerprint: 87079881

relationship-a3cppo>rlhf:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: Policy-gradient workhorses (PPO)
vocab-target node: RLHF — learning from preferences
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: curated_map
vocab-evidence grade: contextual
vocab-evidence assessment: assessment-relationship:a3cppo>rlhf:dep
vocab-claim fingerprint: 98fe9336

relationship-imagenet>fairness:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: ImageNet & benchmark culture
vocab-target node: Fairness & bias (FAccT)
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: curated_map
vocab-evidence grade: editorial
vocab-evidence assessment: assessment-relationship:imagenet>fairness:dep
vocab-claim fingerprint: 4d416e5d

relationship-deepface>fairness:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: Face recognition surpasses humans
vocab-target node: Fairness & bias (FAccT)
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: curated_map
vocab-evidence grade: editorial
vocab-evidence assessment: assessment-relationship:deepface>fairness:dep
vocab-claim fingerprint: a67d1038

relationship-alexnet>advexamples:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: AlexNet — the big bang
vocab-target node: Adversarial examples
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: curated_map
vocab-evidence grade: contextual
vocab-evidence assessment: assessment-relationship:alexnet>advexamples:dep
vocab-claim fingerprint: b7155989

relationship-alexnet>interp:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: AlexNet — the big bang
vocab-target node: Early interpretability (saliency→circuits)
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: curated_map
vocab-evidence grade: contextual
vocab-evidence assessment: assessment-relationship:alexnet>interp:dep
vocab-claim fingerprint: e2de5dff

relationship-concreteproblems>debate:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: Concrete Problems in AI Safety
vocab-target node: Debate & amplification (IDA)
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: curated_map
vocab-evidence grade: contextual
vocab-evidence assessment: assessment-relationship:concreteproblems>debate:dep
vocab-claim fingerprint: 5029a660

relationship-interp>mechinterp:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: Early interpretability (saliency→circuits)
vocab-target node: Mechanistic interpretability
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: curated_map
vocab-evidence grade: contextual
vocab-evidence assessment: assessment-relationship:interp>mechinterp:dep
vocab-claim fingerprint: b7f495a1

relationship-transformer>mechinterp:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: Transformer
vocab-target node: Mechanistic interpretability
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: curated_map
vocab-evidence grade: contextual
vocab-evidence assessment: assessment-relationship:transformer>mechinterp:dep
vocab-claim fingerprint: bb1a982a

relationship-rlhf>constitutional:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: RLHF — learning from preferences
vocab-target node: Constitutional AI & RLAIF
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: curated_map
vocab-evidence grade: contextual
vocab-evidence assessment: assessment-relationship:rlhf>constitutional:dep
vocab-claim fingerprint: 1aa3bd0e

relationship-rlhf>dpo:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: RLHF — learning from preferences
vocab-target node: DPO & cheap preference tuning
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: curated_map
vocab-evidence grade: contextual
vocab-evidence assessment: assessment-relationship:rlhf>dpo:dep
vocab-claim fingerprint: 6cac95d5

relationship-chatgpt>jailbreaks:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: ChatGPT moment
vocab-target node: Jailbreaks & prompt injection
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: curated_map
vocab-evidence grade: contextual
vocab-evidence assessment: assessment-relationship:chatgpt>jailbreaks:dep
vocab-claim fingerprint: 2c7f69c5

relationship-advexamples>jailbreaks:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: Adversarial examples
vocab-target node: Jailbreaks & prompt injection
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: curated_map
vocab-evidence grade: editorial
vocab-evidence assessment: assessment-relationship:advexamples>jailbreaks:dep
vocab-claim fingerprint: af85acf2

relationship-rlhf>superalign:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: RLHF — learning from preferences
vocab-target node: Superalignment (dissolved)
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: curated_map
vocab-evidence grade: contextual
vocab-evidence assessment: assessment-relationship:rlhf>superalign:dep
vocab-claim fingerprint: d3643030

relationship-superintbook>superalign:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: 'Superintelligence' (Bostrom)
vocab-target node: Superalignment (dissolved)
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: curated_map
vocab-evidence grade: contextual
vocab-evidence assessment: assessment-relationship:superintbook>superalign:dep
vocab-claim fingerprint: 0ade8d37

relationship-debate>w2s:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: Debate & amplification (IDA)
vocab-target node: Scalable oversight & weak-to-strong
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: curated_map
vocab-evidence grade: editorial
vocab-evidence assessment: assessment-relationship:debate>w2s:dep
vocab-claim fingerprint: 43948a53

relationship-superalign>w2s:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: Superalignment (dissolved)
vocab-target node: Scalable oversight & weak-to-strong
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: curated_map
vocab-evidence grade: contextual
vocab-evidence assessment: assessment-relationship:superalign>w2s:dep
vocab-claim fingerprint: fb61e38e

relationship-goalmisgen>w2s:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: Inner alignment & goal misgeneralization
vocab-target node: Scalable oversight & weak-to-strong
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: research_extension
vocab-evidence grade: unassessed
vocab-evidence assessment: assessment-relationship:goalmisgen>w2s:dep
vocab-claim fingerprint: add0916a

relationship-modelediting>w2s:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: Model editing & activation steering
vocab-target node: Scalable oversight & weak-to-strong
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: research_extension
vocab-evidence grade: unassessed
vocab-evidence assessment: assessment-relationship:modelediting>w2s:dep
vocab-claim fingerprint: 78bc674d

relationship-gpt4>evals:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: GPT-4-class multimodal LLMs
vocab-target node: Evals & red-teaming discipline
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: curated_map
vocab-evidence grade: editorial
vocab-evidence assessment: assessment-relationship:gpt4>evals:dep
vocab-claim fingerprint: dcec8818

relationship-concreteproblems>evals:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: Concrete Problems in AI Safety
vocab-target node: Evals & red-teaming discipline
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: curated_map
vocab-evidence grade: editorial
vocab-evidence assessment: assessment-relationship:concreteproblems>evals:dep
vocab-claim fingerprint: f42b71a4

relationship-modelleak>evals:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: Privacy attacks & model leakage
vocab-target node: Evals & red-teaming discipline
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: research_extension
vocab-evidence grade: unassessed
vocab-evidence assessment: assessment-relationship:modelleak>evals:dep
vocab-claim fingerprint: e87100e5

relationship-oodshift>evals:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: Distribution shift & OOD detection
vocab-target node: Evals & red-teaming discipline
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: research_extension
vocab-evidence grade: unassessed
vocab-evidence assessment: assessment-relationship:oodshift>evals:dep
vocab-claim fingerprint: 13c78e75

relationship-backdoors>evals:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: Data poisoning & model backdoors
vocab-target node: Evals & red-teaming discipline
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: research_extension
vocab-evidence grade: unassessed
vocab-evidence assessment: assessment-relationship:backdoors>evals:dep
vocab-claim fingerprint: cacdf2ef

relationship-goalmisgen>evals:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: Inner alignment & goal misgeneralization
vocab-target node: Evals & red-teaming discipline
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: research_extension
vocab-evidence grade: unassessed
vocab-evidence assessment: assessment-relationship:goalmisgen>evals:dep
vocab-claim fingerprint: dfa17f63

relationship-evals>govern:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: Evals & red-teaming discipline
vocab-target node: Governance era (EU AI Act, AISIs)
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: curated_map
vocab-evidence grade: contextual
vocab-evidence assessment: assessment-relationship:evals>govern:dep
vocab-claim fingerprint: b86dd38a

relationship-chatgpt>govern:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: ChatGPT moment
vocab-target node: Governance era (EU AI Act, AISIs)
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: curated_map
vocab-evidence grade: contextual
vocab-evidence assessment: assessment-relationship:chatgpt>govern:dep
vocab-claim fingerprint: 678c3122

relationship-modelleak>govern:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: Privacy attacks & model leakage
vocab-target node: Governance era (EU AI Act, AISIs)
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: research_extension
vocab-evidence grade: unassessed
vocab-evidence assessment: assessment-relationship:modelleak>govern:dep
vocab-claim fingerprint: 65028f61

relationship-backdoors>govern:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: Data poisoning & model backdoors
vocab-target node: Governance era (EU AI Act, AISIs)
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: research_extension
vocab-evidence grade: unassessed
vocab-evidence assessment: assessment-relationship:backdoors>govern:dep
vocab-claim fingerprint: 2702b49b

relationship-unlearning>govern:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: Machine unlearning
vocab-target node: Governance era (EU AI Act, AISIs)
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: research_extension
vocab-evidence grade: unassessed
vocab-evidence assessment: assessment-relationship:unlearning>govern:dep
vocab-claim fingerprint: e26280b4

relationship-itp>provablysafe:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: Interactive theorem provers
vocab-target node: Guaranteed-safe AI
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: curated_map
vocab-evidence grade: editorial
vocab-evidence assessment: assessment-relationship:itp>provablysafe:dep
vocab-claim fingerprint: 79f387e7

relationship-superintbook>provablysafe:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: 'Superintelligence' (Bostrom)
vocab-target node: Guaranteed-safe AI
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: curated_map
vocab-evidence grade: contextual
vocab-evidence assessment: assessment-relationship:superintbook>provablysafe:dep
vocab-claim fingerprint: d4dd6f0d

relationship-neuralverify>provablysafe:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: Neural robustness & formal verification
vocab-target node: Guaranteed-safe AI
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: research_extension
vocab-evidence grade: unassessed
vocab-evidence assessment: assessment-relationship:neuralverify>provablysafe:dep
vocab-claim fingerprint: d615cdd0

relationship-mechinterp>gap interp:gap
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: Mechanistic interpretability
vocab-target node: Reliable interpretability-based control
vocab-legacy kind: gap
vocab-relationship type: proposed_combination
vocab-rationale: Editorially proposed research combination; not a claim that the work already exists.
vocab-reviewed: true
vocab-origin: curated_map
vocab-evidence grade: hypothesis
vocab-evidence assessment: assessment-relationship:mechinterp>gap interp:gap
vocab-claim fingerprint: 5999e441

relationship-w2s>gap interp:gap
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: Scalable oversight & weak-to-strong
vocab-target node: Reliable interpretability-based control
vocab-legacy kind: gap
vocab-relationship type: proposed_combination
vocab-rationale: Editorially proposed research combination; not a claim that the work already exists.
vocab-reviewed: true
vocab-origin: curated_map
vocab-evidence grade: hypothesis
vocab-evidence assessment: assessment-relationship:w2s>gap interp:gap
vocab-claim fingerprint: 4fa90b54

relationship-modelediting>gap interp:gap
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: Model editing & activation steering
vocab-target node: Reliable interpretability-based control
vocab-legacy kind: gap
vocab-relationship type: proposed_combination
vocab-rationale: Editorially proposed research combination; not a claim that the work already exists.
vocab-reviewed: true
vocab-origin: research_extension
vocab-evidence grade: hypothesis
vocab-evidence assessment: assessment-relationship:modelediting>gap interp:gap
vocab-claim fingerprint: e60d97e5

relationship-provablysafe>gap agents:gap
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: Guaranteed-safe AI
vocab-target node: Provable agent boundaries
vocab-legacy kind: gap
vocab-relationship type: proposed_combination
vocab-rationale: Editorially proposed research combination; not a claim that the work already exists.
vocab-reviewed: true
vocab-origin: curated_map
vocab-evidence grade: hypothesis
vocab-evidence assessment: assessment-relationship:provablysafe>gap agents:gap
vocab-claim fingerprint: 2b9cd7cc

relationship-agentsllm>gap agents:gap
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: LLM agents & tool use
vocab-target node: Provable agent boundaries
vocab-legacy kind: gap
vocab-relationship type: proposed_combination
vocab-rationale: Editorially proposed research combination; not a claim that the work already exists.
vocab-reviewed: true
vocab-origin: curated_map
vocab-evidence grade: hypothesis
vocab-evidence assessment: assessment-relationship:agentsllm>gap agents:gap
vocab-claim fingerprint: cf9f035b

relationship-jailbreaks>gap agents:gap
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: Jailbreaks & prompt injection
vocab-target node: Provable agent boundaries
vocab-legacy kind: gap
vocab-relationship type: proposed_combination
vocab-rationale: Editorially proposed research combination; not a claim that the work already exists.
vocab-reviewed: true
vocab-origin: curated_map
vocab-evidence grade: hypothesis
vocab-evidence assessment: assessment-relationship:jailbreaks>gap agents:gap
vocab-claim fingerprint: ce608132

relationship-goalmisgen>gap agents:gap
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: Inner alignment & goal misgeneralization
vocab-target node: Provable agent boundaries
vocab-legacy kind: gap
vocab-relationship type: proposed_combination
vocab-rationale: Editorially proposed research combination; not a claim that the work already exists.
vocab-reviewed: true
vocab-origin: research_extension
vocab-evidence grade: hypothesis
vocab-evidence assessment: assessment-relationship:goalmisgen>gap agents:gap
vocab-claim fingerprint: 2335a33a

relationship-agentbench>gap agents:gap
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: Interactive agent benchmarks
vocab-target node: Provable agent boundaries
vocab-legacy kind: gap
vocab-relationship type: proposed_combination
vocab-rationale: Editorially proposed research combination; not a claim that the work already exists.
vocab-reviewed: true
vocab-origin: research_extension
vocab-evidence grade: hypothesis
vocab-evidence assessment: assessment-relationship:agentbench>gap agents:gap
vocab-claim fingerprint: 5b8f4fb7

relationship-aicontrol>gap agents:gap
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: AI control protocols
vocab-target node: Provable agent boundaries
vocab-legacy kind: gap
vocab-relationship type: proposed_combination
vocab-rationale: Editorially proposed research combination; not a claim that the work already exists.
vocab-reviewed: true
vocab-origin: research_extension
vocab-evidence grade: hypothesis
vocab-evidence assessment: assessment-relationship:aicontrol>gap agents:gap
vocab-claim fingerprint: aa28ede1

relationship-backdoors>gap agents:gap
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: Data poisoning & model backdoors
vocab-target node: Provable agent boundaries
vocab-legacy kind: gap
vocab-relationship type: proposed_combination
vocab-rationale: Editorially proposed research combination; not a claim that the work already exists.
vocab-reviewed: true
vocab-origin: research_extension
vocab-evidence grade: hypothesis
vocab-evidence assessment: assessment-relationship:backdoors>gap agents:gap
vocab-claim fingerprint: 07d36376

relationship-shannon37>moore:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: Boolean circuits (Shannon's thesis)
vocab-target node: Moore's law
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: curated_map
vocab-evidence grade: editorial
vocab-evidence assessment: assessment-relationship:shannon37>moore:dep
vocab-claim fingerprint: 1cd93aad

relationship-vonneumann45>moore:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: Stored-program computer
vocab-target node: Moore's law
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: curated_map
vocab-evidence grade: editorial
vocab-evidence assessment: assessment-relationship:vonneumann45>moore:dep
vocab-claim fingerprint: 31d33538

relationship-moore>internetdata:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: Moore's law
vocab-target node: The web as dataset
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: curated_map
vocab-evidence grade: editorial
vocab-evidence assessment: assessment-relationship:moore>internetdata:dep
vocab-claim fingerprint: ddaf8685

relationship-internetdata>mturk:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: The web as dataset
vocab-target node: Crowd labeling (MTurk)
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: curated_map
vocab-evidence grade: editorial
vocab-evidence assessment: assessment-relationship:internetdata>mturk:dep
vocab-claim fingerprint: 64e6cc2a

relationship-moore>gpgpu:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: Moore's law
vocab-target node: GPGPU / CUDA
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: curated_map
vocab-evidence grade: contextual
vocab-evidence assessment: assessment-relationship:moore>gpgpu:dep
vocab-claim fingerprint: 0caa8d1f

relationship-gpgpu>frameworks:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: GPGPU / CUDA
vocab-target node: Autodiff frameworks
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: curated_map
vocab-evidence grade: editorial
vocab-evidence assessment: assessment-relationship:gpgpu>frameworks:dep
vocab-claim fingerprint: 6fe74f8c

relationship-backprop>frameworks:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: Backpropagation
vocab-target node: Autodiff frameworks
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: curated_map
vocab-evidence grade: contextual
vocab-evidence assessment: assessment-relationship:backprop>frameworks:dep
vocab-claim fingerprint: 24cc4837

relationship-gpgpu>tpu:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: GPGPU / CUDA
vocab-target node: AI accelerators (TPU→Ironwood)
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: curated_map
vocab-evidence grade: contextual
vocab-evidence assessment: assessment-relationship:gpgpu>tpu:dep
vocab-claim fingerprint: c682aef8

relationship-moore>tpu:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: Moore's law
vocab-target node: AI accelerators (TPU→Ironwood)
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: curated_map
vocab-evidence grade: editorial
vocab-evidence assessment: assessment-relationship:moore>tpu:dep
vocab-claim fingerprint: d0aa6e03

relationship-frameworks>hf:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: Autodiff frameworks
vocab-target node: Model hubs (Hugging Face)
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: curated_map
vocab-evidence grade: editorial
vocab-evidence assessment: assessment-relationship:frameworks>hf:dep
vocab-claim fingerprint: 78461fc5

relationship-bert>hf:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: BERT & pretrain–finetune
vocab-target node: Model hubs (Hugging Face)
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: curated_map
vocab-evidence grade: contextual
vocab-evidence assessment: assessment-relationship:bert>hf:dep
vocab-claim fingerprint: e32bada3

relationship-frameworks>distributed:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: Autodiff frameworks
vocab-target node: Distributed training
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: curated_map
vocab-evidence grade: editorial
vocab-evidence assessment: assessment-relationship:frameworks>distributed:dep
vocab-claim fingerprint: 77ae1498

relationship-tpu>distributed:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: AI accelerators (TPU→Ironwood)
vocab-target node: Distributed training
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: curated_map
vocab-evidence grade: editorial
vocab-evidence assessment: assessment-relationship:tpu>distributed:dep
vocab-claim fingerprint: 0b071f5e

relationship-mixedprecision>distributed:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: Mixed-precision training
vocab-target node: Distributed training
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: research_extension
vocab-evidence grade: unassessed
vocab-evidence assessment: assessment-relationship:mixedprecision>distributed:dep
vocab-claim fingerprint: 1dd53690

relationship-mlcompiler>distributed:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: ML compilers & tensor/kernel IRs
vocab-target node: Distributed training
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: research_extension
vocab-evidence grade: unassessed
vocab-evidence assessment: assessment-relationship:mlcompiler>distributed:dep
vocab-claim fingerprint: 93a926e5

relationship-distributed>computegap:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: Distributed training
vocab-target node: Compute concentration
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: curated_map
vocab-evidence grade: contextual
vocab-evidence assessment: assessment-relationship:distributed>computegap:dep
vocab-claim fingerprint: d92a91c8

relationship-scalinglaws>computegap:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: Scaling laws → Chinchilla
vocab-target node: Compute concentration
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: curated_map
vocab-evidence grade: editorial
vocab-evidence assessment: assessment-relationship:scalinglaws>computegap:dep
vocab-claim fingerprint: 432ba5d3

relationship-imagenet>benchmarkcrisis:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: ImageNet & benchmark culture
vocab-target node: Benchmark saturation & contamination
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: curated_map
vocab-evidence grade: editorial
vocab-evidence assessment: assessment-relationship:imagenet>benchmarkcrisis:dep
vocab-claim fingerprint: d6dcaf66

relationship-gpt4>benchmarkcrisis:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: GPT-4-class multimodal LLMs
vocab-target node: Benchmark saturation & contamination
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: curated_map
vocab-evidence grade: editorial
vocab-evidence assessment: assessment-relationship:gpt4>benchmarkcrisis:dep
vocab-claim fingerprint: 67bcf605

relationship-agentbench>benchmarkcrisis:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: Interactive agent benchmarks
vocab-target node: Benchmark saturation & contamination
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: research_extension
vocab-evidence grade: unassessed
vocab-evidence assessment: assessment-relationship:agentbench>benchmarkcrisis:dep
vocab-claim fingerprint: 1b777c8f

relationship-internetdata>datawalls:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: The web as dataset
vocab-target node: Data walls & licensing fights
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: curated_map
vocab-evidence grade: editorial
vocab-evidence assessment: assessment-relationship:internetdata>datawalls:dep
vocab-claim fingerprint: 0cb3bb54

relationship-datacentric>datawalls:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: Data curation & synthetic data
vocab-target node: Data walls & licensing fights
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: curated_map
vocab-evidence grade: editorial
vocab-evidence assessment: assessment-relationship:datacentric>datawalls:dep
vocab-claim fingerprint: 13c7ebc9

relationship-unlearning>datawalls:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: Machine unlearning
vocab-target node: Data walls & licensing fights
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: research_extension
vocab-evidence grade: unassessed
vocab-evidence assessment: assessment-relationship:unlearning>datawalls:dep
vocab-claim fingerprint: 8f76bf40

relationship-agentsllm>mcp:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: LLM agents & tool use
vocab-target node: Agent infrastructure (MCP)
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: curated_map
vocab-evidence grade: contextual
vocab-evidence assessment: assessment-relationship:agentsllm>mcp:dep
vocab-claim fingerprint: 79b6be99

relationship-quant>inferecon:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: Quantization & sparsity
vocab-target node: Inference economics
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: curated_map
vocab-evidence grade: editorial
vocab-evidence assessment: assessment-relationship:quant>inferecon:dep
vocab-claim fingerprint: 05cf2322

relationship-flash>inferecon:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: FlashAttention & kernel craft
vocab-target node: Inference economics
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: curated_map
vocab-evidence grade: contextual
vocab-evidence assessment: assessment-relationship:flash>inferecon:dep
vocab-claim fingerprint: e2abc82f

relationship-llmserving>inferecon:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: LLM inference & serving systems
vocab-target node: Inference economics
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: research_extension
vocab-evidence grade: unassessed
vocab-evidence assessment: assessment-relationship:llmserving>inferecon:dep
vocab-claim fingerprint: 1cfc6e08

relationship-mlcompiler>inferecon:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: ML compilers & tensor/kernel IRs
vocab-target node: Inference economics
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: research_extension
vocab-evidence grade: unassessed
vocab-evidence assessment: assessment-relationship:mlcompiler>inferecon:dep
vocab-claim fingerprint: e1d63705

relationship-computegap>energy:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: Compute concentration
vocab-target node: Energy & datacenter buildout
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: curated_map
vocab-evidence grade: contextual
vocab-evidence assessment: assessment-relationship:computegap>energy:dep
vocab-claim fingerprint: ef970f81

relationship-tpu>alphachip:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: AI accelerators (TPU→Ironwood)
vocab-target node: AI designs chips (AlphaChip)
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: curated_map
vocab-evidence grade: contextual
vocab-evidence assessment: assessment-relationship:tpu>alphachip:dep
vocab-claim fingerprint: ee1c0f7d

relationship-dqn>alphachip:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: DQN — Atari from pixels
vocab-target node: AI designs chips (AlphaChip)
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: curated_map
vocab-evidence grade: contextual
vocab-evidence assessment: assessment-relationship:dqn>alphachip:dep
vocab-claim fingerprint: 27251835

relationship-datawalls>gap data:gap
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: Data walls & licensing fights
vocab-target node: Post-data-wall learning
vocab-legacy kind: gap
vocab-relationship type: proposed_combination
vocab-rationale: Editorially proposed research combination; not a claim that the work already exists.
vocab-reviewed: true
vocab-origin: curated_map
vocab-evidence grade: hypothesis
vocab-evidence assessment: assessment-relationship:datawalls>gap data:gap
vocab-claim fingerprint: 50c34831

relationship-datacentric>gap data:gap
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: Data curation & synthetic data
vocab-target node: Post-data-wall learning
vocab-legacy kind: gap
vocab-relationship type: proposed_combination
vocab-rationale: Editorially proposed research combination; not a claim that the work already exists.
vocab-reviewed: true
vocab-origin: curated_map
vocab-evidence grade: hypothesis
vocab-evidence assessment: assessment-relationship:datacentric>gap data:gap
vocab-claim fingerprint: a7933e2c

relationship-transformer>alphafold:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: Transformer
vocab-target node: AlphaFold 2
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: curated_map
vocab-evidence grade: contextual
vocab-evidence assessment: assessment-relationship:transformer>alphafold:dep
vocab-claim fingerprint: ae0200a8

relationship-gnn>alphafold:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: Graph neural networks
vocab-target node: AlphaFold 2
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: curated_map
vocab-evidence grade: contextual
vocab-evidence assessment: assessment-relationship:gnn>alphafold:dep
vocab-claim fingerprint: 23e1d182

relationship-equivariance>alphafold:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: Equivariant & geometric deep learning
vocab-target node: AlphaFold 2
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: research_extension
vocab-evidence grade: unassessed
vocab-evidence assessment: assessment-relationship:equivariance>alphafold:dep
vocab-claim fingerprint: b2741324

relationship-bert>proteinlm:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: BERT & pretrain–finetune
vocab-target node: Protein LMs & generative design
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: curated_map
vocab-evidence grade: editorial
vocab-evidence assessment: assessment-relationship:bert>proteinlm:dep
vocab-claim fingerprint: 90b1c29b

relationship-diffusion>proteinlm:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: Diffusion models
vocab-target node: Protein LMs & generative design
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: curated_map
vocab-evidence grade: editorial
vocab-evidence assessment: assessment-relationship:diffusion>proteinlm:dep
vocab-claim fingerprint: ad78aa4f

relationship-alphafold>proteinlm:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: AlphaFold 2
vocab-target node: Protein LMs & generative design
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: curated_map
vocab-evidence grade: contextual
vocab-evidence assessment: assessment-relationship:alphafold>proteinlm:dep
vocab-claim fingerprint: 654f9a47

relationship-alphafold>alphafold3:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: AlphaFold 2
vocab-target node: AlphaFold 3 & interactions
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: curated_map
vocab-evidence grade: editorial
vocab-evidence assessment: assessment-relationship:alphafold>alphafold3:dep
vocab-claim fingerprint: 2100667d

relationship-diffusion>alphafold3:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: Diffusion models
vocab-target node: AlphaFold 3 & interactions
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: curated_map
vocab-evidence grade: contextual
vocab-evidence assessment: assessment-relationship:diffusion>alphafold3:dep
vocab-claim fingerprint: 2548fc85

relationship-equivariance>alphafold3:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: Equivariant & geometric deep learning
vocab-target node: AlphaFold 3 & interactions
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: research_extension
vocab-evidence grade: unassessed
vocab-evidence assessment: assessment-relationship:equivariance>alphafold3:dep
vocab-claim fingerprint: 4d8ea4c9

relationship-gnn>weather:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: Graph neural networks
vocab-target node: AI weather (GraphCast→GenCast)
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: curated_map
vocab-evidence grade: editorial
vocab-evidence assessment: assessment-relationship:gnn>weather:dep
vocab-claim fingerprint: 0b3a6499

relationship-diffusion>weather:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: Diffusion models
vocab-target node: AI weather (GraphCast→GenCast)
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: curated_map
vocab-evidence grade: editorial
vocab-evidence assessment: assessment-relationship:diffusion>weather:dep
vocab-claim fingerprint: cc96f227

relationship-neuraloperator>weather:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: Neural operators & learned PDE solvers
vocab-target node: AI weather (GraphCast→GenCast)
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: research_extension
vocab-evidence grade: unassessed
vocab-evidence assessment: assessment-relationship:neuraloperator>weather:dep
vocab-claim fingerprint: f06e65ff

relationship-gnn>materials:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: Graph neural networks
vocab-target node: Materials discovery (GNoME)
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: curated_map
vocab-evidence grade: contextual
vocab-evidence assessment: assessment-relationship:gnn>materials:dep
vocab-claim fingerprint: c0c47b8f

relationship-bayesopt>materials:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: Bayesian optimization, NAS & AutoML
vocab-target node: Materials discovery (GNoME)
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: curated_map
vocab-evidence grade: editorial
vocab-evidence assessment: assessment-relationship:bayesopt>materials:dep
vocab-claim fingerprint: 6822e613

relationship-equivariance>materials:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: Equivariant & geometric deep learning
vocab-target node: Materials discovery (GNoME)
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: research_extension
vocab-evidence grade: unassessed
vocab-evidence assessment: assessment-relationship:equivariance>materials:dep
vocab-claim fingerprint: 7fe1e131

relationship-selfdrivinglab>materials:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: Self-driving laboratories
vocab-target node: Materials discovery (GNoME)
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: research_extension
vocab-evidence grade: unassessed
vocab-evidence assessment: assessment-relationship:selfdrivinglab>materials:dep
vocab-claim fingerprint: 6007b9fa

relationship-a3cppo>fusion:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: Policy-gradient workhorses (PPO)
vocab-target node: Plasma & fusion control
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: curated_map
vocab-evidence grade: editorial
vocab-evidence assessment: assessment-relationship:a3cppo>fusion:dep
vocab-claim fingerprint: f9c353ee

relationship-pinn>fusion:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: Physics-informed neural networks
vocab-target node: Plasma & fusion control
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: research_extension
vocab-evidence grade: unassessed
vocab-evidence assessment: assessment-relationship:pinn>fusion:dep
vocab-claim fingerprint: 7e4b38a9

relationship-neuraloperator>fusion:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: Neural operators & learned PDE solvers
vocab-target node: Plasma & fusion control
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: research_extension
vocab-evidence grade: unassessed
vocab-evidence assessment: assessment-relationship:neuraloperator>fusion:dep
vocab-claim fingerprint: ca608959

relationship-itp>mathai:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: Interactive theorem provers
vocab-target node: AI mathematics (IMO gold)
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: curated_map
vocab-evidence grade: editorial
vocab-evidence assessment: assessment-relationship:itp>mathai:dep
vocab-claim fingerprint: 7f049439

relationship-reasoning>mathai:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: Reasoning models (o1→o3, R1)
vocab-target node: AI mathematics (IMO gold)
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: curated_map
vocab-evidence grade: editorial
vocab-evidence assessment: assessment-relationship:reasoning>mathai:dep
vocab-claim fingerprint: e7a8602c

relationship-alphazero>mathai:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: AlphaZero / MuZero
vocab-target node: AI mathematics (IMO gold)
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: curated_map
vocab-evidence grade: contextual
vocab-evidence assessment: assessment-relationship:alphazero>mathai:dep
vocab-claim fingerprint: 30bbbf92

relationship-detection>medicine:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: Detection & segmentation
vocab-target node: Medical AI deployment
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: curated_map
vocab-evidence grade: editorial
vocab-evidence assessment: assessment-relationship:detection>medicine:dep
vocab-claim fingerprint: 752adbe1

relationship-multimodal>medicine:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: Native multimodal models
vocab-target node: Medical AI deployment
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: curated_map
vocab-evidence grade: contextual
vocab-evidence assessment: assessment-relationship:multimodal>medicine:dep
vocab-claim fingerprint: 4928278e

relationship-watson>medicine:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: IBM Watson
vocab-target node: Medical AI deployment
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: curated_map
vocab-evidence grade: contextual
vocab-evidence assessment: assessment-relationship:watson>medicine:dep
vocab-claim fingerprint: acecf6b0

relationship-unet>medicine:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: U-Net
vocab-target node: Medical AI deployment
vocab-legacy kind: dep
vocab-relationship type: application
vocab-rationale: U-Net was introduced for biomedical image segmentation and became an application lineage.
vocab-reviewed: true
vocab-origin: curated_map
vocab-evidence grade: partial
vocab-evidence assessment: assessment-relationship:unet>medicine:dep
vocab-claim fingerprint: 71fc6466

relationship-oodshift>medicine:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: Distribution shift & OOD detection
vocab-target node: Medical AI deployment
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: research_extension
vocab-evidence grade: unassessed
vocab-evidence assessment: assessment-relationship:oodshift>medicine:dep
vocab-claim fingerprint: 98eac136

relationship-proteinlm>genomics:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: Protein LMs & generative design
vocab-target node: Genomics models (AlphaGenome, Evo)
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: curated_map
vocab-evidence grade: editorial
vocab-evidence assessment: assessment-relationship:proteinlm>genomics:dep
vocab-claim fingerprint: d5d766b7

relationship-longctx>genomics:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: Long context (100K→1M+)
vocab-target node: Genomics models (AlphaGenome, Evo)
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: curated_map
vocab-evidence grade: editorial
vocab-evidence assessment: assessment-relationship:longctx>genomics:dep
vocab-claim fingerprint: db4d6ade

relationship-agentsllm>sciagents:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: LLM agents & tool use
vocab-target node: AI co-scientists
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: curated_map
vocab-evidence grade: contextual
vocab-evidence assessment: assessment-relationship:agentsllm>sciagents:dep
vocab-claim fingerprint: 849f239a

relationship-alphaevolve>sciagents:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: LLM-guided evolution (AlphaEvolve)
vocab-target node: AI co-scientists
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: curated_map
vocab-evidence grade: contextual
vocab-evidence assessment: assessment-relationship:alphaevolve>sciagents:dep
vocab-claim fingerprint: 89db9912

relationship-selfdrivinglab>sciagents:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: Self-driving laboratories
vocab-target node: AI co-scientists
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: research_extension
vocab-evidence grade: unassessed
vocab-evidence assessment: assessment-relationship:selfdrivinglab>sciagents:dep
vocab-claim fingerprint: f4713ff7

relationship-sciagents>gap scilab:gap
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: AI co-scientists
vocab-target node: General-purpose autonomous scientist
vocab-legacy kind: gap
vocab-relationship type: proposed_combination
vocab-rationale: Editorially proposed research combination; not a claim that the work already exists.
vocab-reviewed: true
vocab-origin: curated_map
vocab-evidence grade: hypothesis
vocab-evidence assessment: assessment-relationship:sciagents>gap scilab:gap
vocab-claim fingerprint: 9871e61f

relationship-rtfm>gap scilab:gap
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: Robot foundation models
vocab-target node: General-purpose autonomous scientist
vocab-legacy kind: gap
vocab-relationship type: proposed_combination
vocab-rationale: Editorially proposed research combination; not a claim that the work already exists.
vocab-reviewed: true
vocab-origin: curated_map
vocab-evidence grade: hypothesis
vocab-evidence assessment: assessment-relationship:rtfm>gap scilab:gap
vocab-claim fingerprint: a0b68477

relationship-selfdrivinglab>gap scilab:gap
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: Self-driving laboratories
vocab-target node: General-purpose autonomous scientist
vocab-legacy kind: gap
vocab-relationship type: proposed_combination
vocab-rationale: Editorially proposed research combination; not a claim that the work already exists.
vocab-reviewed: true
vocab-origin: research_extension
vocab-evidence grade: hypothesis
vocab-evidence assessment: assessment-relationship:selfdrivinglab>gap scilab:gap
vocab-claim fingerprint: 4825e830

relationship-seq2seq>subword:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: seq2seq encoder–decoder
vocab-target node: Subword tokenization (BPE → SentencePiece)
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: research_extension
vocab-evidence grade: unassessed
vocab-evidence assessment: assessment-relationship:seq2seq>subword:dep
vocab-claim fingerprint: aaf12764

relationship-word2vec>subword:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: word2vec / GloVe
vocab-target node: Subword tokenization (BPE → SentencePiece)
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: research_extension
vocab-evidence grade: unassessed
vocab-evidence assessment: assessment-relationship:word2vec>subword:dep
vocab-claim fingerprint: 07df6de6

relationship-dp>modelleak:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: Differential privacy in ML
vocab-target node: Privacy attacks & model leakage
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: research_extension
vocab-evidence grade: unassessed
vocab-evidence assessment: assessment-relationship:dp>modelleak:dep
vocab-claim fingerprint: 82d9b186

relationship-alexnet>modelleak:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: AlexNet — the big bang
vocab-target node: Privacy attacks & model leakage
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: research_extension
vocab-evidence grade: unassessed
vocab-evidence assessment: assessment-relationship:alexnet>modelleak:dep
vocab-claim fingerprint: 12dc6319

relationship-alexnet>oodshift:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: AlexNet — the big bang
vocab-target node: Distribution shift & OOD detection
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: research_extension
vocab-evidence grade: unassessed
vocab-evidence assessment: assessment-relationship:alexnet>oodshift:dep
vocab-claim fingerprint: 966fa8db

relationship-stats25>oodshift:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: Statistical inference (Fisher; Bayes)
vocab-target node: Distribution shift & OOD detection
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: research_extension
vocab-evidence grade: unassessed
vocab-evidence assessment: assessment-relationship:stats25>oodshift:dep
vocab-claim fingerprint: 5ca1d0a0

relationship-alvinn>imitation:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: ALVINN drives (1989)
vocab-target node: Modern imitation learning (DAgger → GAIL)
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: research_extension
vocab-evidence grade: unassessed
vocab-evidence assessment: assessment-relationship:alvinn>imitation:dep
vocab-claim fingerprint: c2fb4ffc

relationship-policygrad>imitation:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: Policy gradients (REINFORCE → actor–critic)
vocab-target node: Modern imitation learning (DAgger → GAIL)
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: research_extension
vocab-evidence grade: unassessed
vocab-evidence assessment: assessment-relationship:policygrad>imitation:dep
vocab-claim fingerprint: d9862002

relationship-dqn>continuousrl:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: DQN — Atari from pixels
vocab-target node: Deep continuous control (DDPG → SAC)
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: research_extension
vocab-evidence grade: unassessed
vocab-evidence assessment: assessment-relationship:dqn>continuousrl:dep
vocab-claim fingerprint: 72c38024

relationship-policygrad>continuousrl:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: Policy gradients (REINFORCE → actor–critic)
vocab-target node: Deep continuous control (DDPG → SAC)
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: research_extension
vocab-evidence grade: unassessed
vocab-evidence assessment: assessment-relationship:policygrad>continuousrl:dep
vocab-claim fingerprint: 2d714047

relationship-gpgpu>mixedprecision:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: GPGPU / CUDA
vocab-target node: Mixed-precision training
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: research_extension
vocab-evidence grade: unassessed
vocab-evidence assessment: assessment-relationship:gpgpu>mixedprecision:dep
vocab-claim fingerprint: a1d89930

relationship-frameworks>mixedprecision:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: Autodiff frameworks
vocab-target node: Mixed-precision training
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: research_extension
vocab-evidence grade: unassessed
vocab-evidence assessment: assessment-relationship:frameworks>mixedprecision:dep
vocab-claim fingerprint: 9f3341a2

relationship-vae>vqcodes:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: Variational autoencoders
vocab-target node: Discrete neural representations & codecs
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: research_extension
vocab-evidence grade: unassessed
vocab-evidence assessment: assessment-relationship:vae>vqcodes:dep
vocab-claim fingerprint: c88c0985

relationship-autoencoders>vqcodes:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: Autoencoders
vocab-target node: Discrete neural representations & codecs
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: research_extension
vocab-evidence grade: unassessed
vocab-evidence assessment: assessment-relationship:autoencoders>vqcodes:dep
vocab-claim fingerprint: 14d7249b

relationship-advexamples>neuralverify:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: Adversarial examples
vocab-target node: Neural robustness & formal verification
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: research_extension
vocab-evidence grade: unassessed
vocab-evidence assessment: assessment-relationship:advexamples>neuralverify:dep
vocab-claim fingerprint: cb7b88c4

relationship-satsolvers>neuralverify:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: Modern SAT/SMT solvers
vocab-target node: Neural robustness & formal verification
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: research_extension
vocab-evidence grade: unassessed
vocab-evidence assessment: assessment-relationship:satsolvers>neuralverify:dep
vocab-claim fingerprint: 877d0ad6

relationship-advexamples>backdoors:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: Adversarial examples
vocab-target node: Data poisoning & model backdoors
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: research_extension
vocab-evidence grade: unassessed
vocab-evidence assessment: assessment-relationship:advexamples>backdoors:dep
vocab-claim fingerprint: 76ee57da

relationship-alexnet>backdoors:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: AlexNet — the big bang
vocab-target node: Data poisoning & model backdoors
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: research_extension
vocab-evidence grade: unassessed
vocab-evidence assessment: assessment-relationship:alexnet>backdoors:dep
vocab-claim fingerprint: 9b144e6b

relationship-backprop>pinn:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: Backpropagation
vocab-target node: Physics-informed neural networks
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: research_extension
vocab-evidence grade: unassessed
vocab-evidence assessment: assessment-relationship:backprop>pinn:dep
vocab-claim fingerprint: 3ac70c7d

relationship-stats25>pinn:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: Statistical inference (Fisher; Bayes)
vocab-target node: Physics-informed neural networks
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: research_extension
vocab-evidence grade: unassessed
vocab-evidence assessment: assessment-relationship:stats25>pinn:dep
vocab-claim fingerprint: 555f9209

relationship-gnn>equivariance:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: Graph neural networks
vocab-target node: Equivariant & geometric deep learning
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: research_extension
vocab-evidence grade: unassessed
vocab-evidence assessment: assessment-relationship:gnn>equivariance:dep
vocab-claim fingerprint: ae282938

relationship-cnn89>equivariance:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: LeNet CNNs
vocab-target node: Equivariant & geometric deep learning
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: research_extension
vocab-evidence grade: unassessed
vocab-evidence assessment: assessment-relationship:cnn89>equivariance:dep
vocab-claim fingerprint: 65bbb851

relationship-concreteproblems>goalmisgen:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: Concrete Problems in AI Safety
vocab-target node: Inner alignment & goal misgeneralization
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: research_extension
vocab-evidence grade: unassessed
vocab-evidence assessment: assessment-relationship:concreteproblems>goalmisgen:dep
vocab-claim fingerprint: 0c143055

relationship-superintbook>goalmisgen:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: 'Superintelligence' (Bostrom)
vocab-target node: Inner alignment & goal misgeneralization
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: research_extension
vocab-evidence grade: unassessed
vocab-evidence assessment: assessment-relationship:superintbook>goalmisgen:dep
vocab-claim fingerprint: 0170b44b

relationship-dqn>goalmisgen:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: DQN — Atari from pixels
vocab-target node: Inner alignment & goal misgeneralization
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: research_extension
vocab-evidence grade: unassessed
vocab-evidence assessment: assessment-relationship:dqn>goalmisgen:dep
vocab-claim fingerprint: b6dcc735

relationship-oodshift>goalmisgen:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: Distribution shift & OOD detection
vocab-target node: Inner alignment & goal misgeneralization
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: research_extension
vocab-evidence grade: unassessed
vocab-evidence assessment: assessment-relationship:oodshift>goalmisgen:dep
vocab-claim fingerprint: b4d62c46

relationship-gpgpu>mlcompiler:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: GPGPU / CUDA
vocab-target node: ML compilers & tensor/kernel IRs
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: research_extension
vocab-evidence grade: unassessed
vocab-evidence assessment: assessment-relationship:gpgpu>mlcompiler:dep
vocab-claim fingerprint: f7ec1461

relationship-frameworks>mlcompiler:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: Autodiff frameworks
vocab-target node: ML compilers & tensor/kernel IRs
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: research_extension
vocab-evidence grade: unassessed
vocab-evidence assessment: assessment-relationship:frameworks>mlcompiler:dep
vocab-claim fingerprint: c7128533

relationship-bayesopt>selfdrivinglab:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: Bayesian optimization, NAS & AutoML
vocab-target node: Self-driving laboratories
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: research_extension
vocab-evidence grade: unassessed
vocab-evidence assessment: assessment-relationship:bayesopt>selfdrivinglab:dep
vocab-claim fingerprint: 42c6c74f

relationship-dendral>selfdrivinglab:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: DENDRAL — first expert system
vocab-target node: Self-driving laboratories
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: research_extension
vocab-evidence grade: unassessed
vocab-evidence assessment: assessment-relationship:dendral>selfdrivinglab:dep
vocab-claim fingerprint: 75537c98

relationship-deeprlrobot>selfdrivinglab:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: Deep RL manipulation
vocab-target node: Self-driving laboratories
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: research_extension
vocab-evidence grade: unassessed
vocab-evidence assessment: assessment-relationship:deeprlrobot>selfdrivinglab:dep
vocab-claim fingerprint: 179dca2c

relationship-ir>denseretrieval:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: Vector-space information retrieval
vocab-target node: Dense neural retrieval & dual encoders
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: research_extension
vocab-evidence grade: unassessed
vocab-evidence assessment: assessment-relationship:ir>denseretrieval:dep
vocab-claim fingerprint: edd2276c

relationship-bert>denseretrieval:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: BERT & pretrain–finetune
vocab-target node: Dense neural retrieval & dual encoders
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: research_extension
vocab-evidence grade: unassessed
vocab-evidence assessment: assessment-relationship:bert>denseretrieval:dep
vocab-claim fingerprint: 413527c8

relationship-selfsup>denseretrieval:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: Self-supervised learning
vocab-target node: Dense neural retrieval & dual encoders
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: research_extension
vocab-evidence grade: unassessed
vocab-evidence assessment: assessment-relationship:selfsup>denseretrieval:dep
vocab-claim fingerprint: 61fe9677

relationship-pinn>neuraloperator:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: Physics-informed neural networks
vocab-target node: Neural operators & learned PDE solvers
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: research_extension
vocab-evidence grade: unassessed
vocab-evidence assessment: assessment-relationship:pinn>neuraloperator:dep
vocab-claim fingerprint: 67fcac86

relationship-neuralode>neuraloperator:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: Neural ODEs
vocab-target node: Neural operators & learned PDE solvers
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: research_extension
vocab-evidence grade: unassessed
vocab-evidence assessment: assessment-relationship:neuralode>neuraloperator:dep
vocab-claim fingerprint: a1e0d9a2

relationship-selfsup>speechfm:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: Self-supervised learning
vocab-target node: Speech foundation models (wav2vec 2.0 → Whisper)
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: research_extension
vocab-evidence grade: unassessed
vocab-evidence assessment: assessment-relationship:selfsup>speechfm:dep
vocab-claim fingerprint: 404055b5

relationship-transformer>speechfm:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: Transformer
vocab-target node: Speech foundation models (wav2vec 2.0 → Whisper)
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: research_extension
vocab-evidence grade: unassessed
vocab-evidence assessment: assessment-relationship:transformer>speechfm:dep
vocab-claim fingerprint: 3ca5c8c2

relationship-dlspeech>speechfm:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: Deep speech recognition
vocab-target node: Speech foundation models (wav2vec 2.0 → Whisper)
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: research_extension
vocab-evidence grade: unassessed
vocab-evidence assessment: assessment-relationship:dlspeech>speechfm:dep
vocab-claim fingerprint: 0de957cd

relationship-transfer>instructiontune:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: Transfer learning era
vocab-target node: Instruction tuning
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: research_extension
vocab-evidence grade: unassessed
vocab-evidence assessment: assessment-relationship:transfer>instructiontune:dep
vocab-claim fingerprint: 2c9069d5

relationship-gpt3>instructiontune:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: GPT-3 & in-context learning
vocab-target node: Instruction tuning
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: research_extension
vocab-evidence grade: unassessed
vocab-evidence assessment: assessment-relationship:gpt3>instructiontune:dep
vocab-claim fingerprint: bd444524

relationship-flows>flowmatching:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: Normalizing flows
vocab-target node: Flow matching & rectified flow
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: research_extension
vocab-evidence grade: unassessed
vocab-evidence assessment: assessment-relationship:flows>flowmatching:dep
vocab-claim fingerprint: adec3174

relationship-diffusion>flowmatching:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: Diffusion models
vocab-target node: Flow matching & rectified flow
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: research_extension
vocab-evidence grade: unassessed
vocab-evidence assessment: assessment-relationship:diffusion>flowmatching:dep
vocab-claim fingerprint: ad40f052

relationship-neuralode>flowmatching:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: Neural ODEs
vocab-target node: Flow matching & rectified flow
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: research_extension
vocab-evidence grade: unassessed
vocab-evidence assessment: assessment-relationship:neuralode>flowmatching:dep
vocab-claim fingerprint: 2507d9b6

relationship-optimaltransport>flowmatching:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: Computational optimal transport
vocab-target node: Flow matching & rectified flow
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: research_extension
vocab-evidence grade: unassessed
vocab-evidence assessment: assessment-relationship:optimaltransport>flowmatching:dep
vocab-claim fingerprint: d7f2ff96

relationship-transformer>llmserving:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: Transformer
vocab-target node: LLM inference & serving systems
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: research_extension
vocab-evidence grade: unassessed
vocab-evidence assessment: assessment-relationship:transformer>llmserving:dep
vocab-claim fingerprint: 2d687af4

relationship-distributed>llmserving:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: Distributed training
vocab-target node: LLM inference & serving systems
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: research_extension
vocab-evidence grade: unassessed
vocab-evidence assessment: assessment-relationship:distributed>llmserving:dep
vocab-claim fingerprint: 8ba15946

relationship-flash>llmserving:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: FlashAttention & kernel craft
vocab-target node: LLM inference & serving systems
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: research_extension
vocab-evidence grade: unassessed
vocab-evidence assessment: assessment-relationship:flash>llmserving:dep
vocab-claim fingerprint: 88e6ebeb

relationship-agentsllm>agentbench:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: LLM agents & tool use
vocab-target node: Interactive agent benchmarks
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: research_extension
vocab-evidence grade: unassessed
vocab-evidence assessment: assessment-relationship:agentsllm>agentbench:dep
vocab-claim fingerprint: 52ce05fa

relationship-evals>agentbench:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: Evals & red-teaming discipline
vocab-target node: Interactive agent benchmarks
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: research_extension
vocab-evidence grade: unassessed
vocab-evidence assessment: assessment-relationship:evals>agentbench:dep
vocab-claim fingerprint: 619ecfb8

relationship-imitation>visuomotor:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: Modern imitation learning (DAgger → GAIL)
vocab-target node: Generative visuomotor policies
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: research_extension
vocab-evidence grade: unassessed
vocab-evidence assessment: assessment-relationship:imitation>visuomotor:dep
vocab-claim fingerprint: c0409c87

relationship-diffusion>visuomotor:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: Diffusion models
vocab-target node: Generative visuomotor policies
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: research_extension
vocab-evidence grade: unassessed
vocab-evidence assessment: assessment-relationship:diffusion>visuomotor:dep
vocab-claim fingerprint: 578937be

relationship-deeprlrobot>visuomotor:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: Deep RL manipulation
vocab-target node: Generative visuomotor policies
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: research_extension
vocab-evidence grade: unassessed
vocab-evidence assessment: assessment-relationship:deeprlrobot>visuomotor:dep
vocab-claim fingerprint: 5cdf1fab

relationship-simenv>visuomotor:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: Simulation environments
vocab-target node: Generative visuomotor policies
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: research_extension
vocab-evidence grade: unassessed
vocab-evidence assessment: assessment-relationship:simenv>visuomotor:dep
vocab-claim fingerprint: 02320661

relationship-interp>modelediting:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: Early interpretability (saliency→circuits)
vocab-target node: Model editing & activation steering
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: research_extension
vocab-evidence grade: unassessed
vocab-evidence assessment: assessment-relationship:interp>modelediting:dep
vocab-claim fingerprint: 3bc46ec5

relationship-transformer>modelediting:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: Transformer
vocab-target node: Model editing & activation steering
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: research_extension
vocab-evidence grade: unassessed
vocab-evidence assessment: assessment-relationship:transformer>modelediting:dep
vocab-claim fingerprint: 36b19a52

relationship-agentsllm>aicontrol:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: LLM agents & tool use
vocab-target node: AI control protocols
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: research_extension
vocab-evidence grade: unassessed
vocab-evidence assessment: assessment-relationship:agentsllm>aicontrol:dep
vocab-claim fingerprint: 9bd46482

relationship-evals>aicontrol:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: Evals & red-teaming discipline
vocab-target node: AI control protocols
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: research_extension
vocab-evidence grade: unassessed
vocab-evidence assessment: assessment-relationship:evals>aicontrol:dep
vocab-claim fingerprint: 92f45b74

relationship-w2s>aicontrol:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: Scalable oversight & weak-to-strong
vocab-target node: AI control protocols
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: research_extension
vocab-evidence grade: unassessed
vocab-evidence assessment: assessment-relationship:w2s>aicontrol:dep
vocab-claim fingerprint: be15db29

relationship-goalmisgen>aicontrol:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: Inner alignment & goal misgeneralization
vocab-target node: AI control protocols
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: research_extension
vocab-evidence grade: unassessed
vocab-evidence assessment: assessment-relationship:goalmisgen>aicontrol:dep
vocab-claim fingerprint: 69e68657

relationship-agentsllm>selfgenagents:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: LLM agents & tool use
vocab-target node: Self-generated curricula & self-editing agents
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: research_extension
vocab-evidence grade: unassessed
vocab-evidence assessment: assessment-relationship:agentsllm>selfgenagents:dep
vocab-claim fingerprint: 17f60d47

relationship-openended>selfgenagents:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: Open-endedness (POET)
vocab-target node: Self-generated curricula & self-editing agents
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: research_extension
vocab-evidence grade: unassessed
vocab-evidence assessment: assessment-relationship:openended>selfgenagents:dep
vocab-claim fingerprint: 0babbf7e

relationship-rlvr>selfgenagents:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: RL on verifiable rewards
vocab-target node: Self-generated curricula & self-editing agents
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: research_extension
vocab-evidence grade: unassessed
vocab-evidence assessment: assessment-relationship:rlvr>selfgenagents:dep
vocab-claim fingerprint: e0ce790c

relationship-alphaevolve>selfgenagents:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: LLM-guided evolution (AlphaEvolve)
vocab-target node: Self-generated curricula & self-editing agents
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: research_extension
vocab-evidence grade: unassessed
vocab-evidence assessment: assessment-relationship:alphaevolve>selfgenagents:dep
vocab-claim fingerprint: e833380f

relationship-sgd>maml:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: Stochastic gradient descent
vocab-target node: Deep meta-learning (MAML)
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: research_extension
vocab-evidence grade: unassessed
vocab-evidence assessment: assessment-relationship:sgd>maml:dep
vocab-claim fingerprint: c3de1681

relationship-hypernet>maml:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: Hypernetworks & fast weights
vocab-target node: Deep meta-learning (MAML)
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: research_extension
vocab-evidence grade: unassessed
vocab-evidence assessment: assessment-relationship:hypernet>maml:dep
vocab-claim fingerprint: ca9d0650

relationship-ga>mapelites:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: Genetic algorithms
vocab-target node: Quality-diversity search (MAP-Elites)
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: research_extension
vocab-evidence grade: unassessed
vocab-evidence assessment: assessment-relationship:ga>mapelites:dep
vocab-claim fingerprint: 5abc650a

relationship-alife>mapelites:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: Artificial life
vocab-target node: Quality-diversity search (MAP-Elites)
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: research_extension
vocab-evidence grade: unassessed
vocab-evidence assessment: assessment-relationship:alife>mapelites:dep
vocab-claim fingerprint: e0159a97

relationship-ilp>neuralprog:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: Inductive logic programming
vocab-target node: Neural-guided program synthesis
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: research_extension
vocab-evidence grade: unassessed
vocab-evidence assessment: assessment-relationship:ilp>neuralprog:dep
vocab-claim fingerprint: b6d0138a

relationship-seq2seq>neuralprog:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: seq2seq encoder–decoder
vocab-target node: Neural-guided program synthesis
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: research_extension
vocab-evidence grade: unassessed
vocab-evidence assessment: assessment-relationship:seq2seq>neuralprog:dep
vocab-claim fingerprint: 63fcbf95

relationship-stats25>optimaltransport:dep
type: vocab-RelationshipAssertion
type: Entity
vocab-record type: relationship
vocab-source node: Statistical inference (Fisher; Bayes)
vocab-target node: Computational optimal transport
vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: research_extension
vocab-evidence grade: unassessed
vocab-evidence assessment: assessment-relationship:stats25>optimaltransport:dep
vocab-claim fingerprint: d5d9176d

relationship-gpt2>nucleus:dep
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vocab-evidence assessment: assessment-relationship:gpt2>nucleus:dep
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relationship-dp>unlearning:dep
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vocab-evidence assessment: assessment-relationship:dp>unlearning:dep
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relationship-modelleak>unlearning:dep
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type: Entity
vocab-record type: relationship
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vocab-reviewed: false
vocab-origin: research_extension
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vocab-evidence assessment: assessment-relationship:modelleak>unlearning:dep
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relationship-seq2seq>groundedplanning:dep
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type: Entity
vocab-record type: relationship
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vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
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vocab-origin: research_extension
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vocab-evidence assessment: assessment-relationship:seq2seq>groundedplanning:dep
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relationship-planningpddl>groundedplanning:dep
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vocab-record type: relationship
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vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: research_extension
vocab-evidence grade: unassessed
vocab-evidence assessment: assessment-relationship:planningpddl>groundedplanning:dep
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relationship-simenv>groundedplanning:dep
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type: Entity
vocab-record type: relationship
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vocab-legacy kind: dep
vocab-relationship type: editorial_association
vocab-rationale: Connection retained from the curated map; causal or historical direction has not been individually established.
vocab-reviewed: false
vocab-origin: research_extension
vocab-evidence grade: unassessed
vocab-evidence assessment: assessment-relationship:simenv>groundedplanning:dep
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assessment-node:markov:development
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type: Entity
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vocab-claim dimension: development
vocab-evidence state: confirmed
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vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-node:markov:mapStatus
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type: Entity
vocab-record type: evidenceAssessment
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vocab-evidence note: “Foundational” is the map's editorial ranking; the article confirms the development separately, not that ranking.
vocab-raw record present: true

assessment-node:logicprog:development
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type: Entity
vocab-record type: evidenceAssessment
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vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-node:logicprog:mapStatus
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: Frege's Begriffsschrift → Hilbert's formalist program
vocab-subject type: atlasEntry
vocab-claim dimension: mapStatus
vocab-evidence state: editorial_only
vocab-evidence note: “Foundational” is the map's editorial ranking; the article confirms the development separately, not that ranking.
vocab-raw record present: true

assessment-node:godel:development
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
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vocab-claim dimension: development
vocab-evidence state: confirmed
vocab-confidence: high
vocab-evidence note: Exact article.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-node:godel:mapStatus
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: Gödel incompleteness
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vocab-claim dimension: mapStatus
vocab-evidence state: editorial_only
vocab-evidence note: “Foundational” is the map's editorial ranking; the article confirms the development separately, not that ranking.
vocab-raw record present: true

assessment-node:turing36:development
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: Turing machine
vocab-subject type: atlasEntry
vocab-claim dimension: development
vocab-evidence state: confirmed
vocab-confidence: high
vocab-evidence note: Exact article.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-node:turing36:mapStatus
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: Turing machine
vocab-subject type: atlasEntry
vocab-claim dimension: mapStatus
vocab-evidence state: editorial_only
vocab-evidence note: “Foundational” is the map's editorial ranking; the article confirms the development separately, not that ranking.
vocab-raw record present: true

assessment-node:shannon37:development
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: Boolean circuits (Shannon's thesis)
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vocab-claim dimension: development
vocab-evidence state: confirmed
vocab-confidence: high
vocab-evidence note: Exact article for Shannon's thesis result.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-node:shannon37:mapStatus
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: Boolean circuits (Shannon's thesis)
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vocab-claim dimension: mapStatus
vocab-evidence state: editorial_only
vocab-evidence note: “Foundational” is the map's editorial ranking; the article confirms the development separately, not that ranking.
vocab-raw record present: true

assessment-node:mcculloch43:development
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: McCulloch–Pitts neuron
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vocab-claim dimension: development
vocab-evidence state: partial
vocab-confidence: medium
vocab-evidence note: Covers the McCulloch-Pitts formal neuron; no dedicated current article.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-node:mcculloch43:mapStatus
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: McCulloch–Pitts neuron
vocab-subject type: atlasEntry
vocab-claim dimension: mapStatus
vocab-evidence state: editorial_only
vocab-evidence note: “Foundational” is the map's editorial ranking; the article confirms the development separately, not that ranking.
vocab-raw record present: true

assessment-node:gametheory:development
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: Game theory (von Neumann–Morgenstern)
vocab-subject type: atlasEntry
vocab-claim dimension: development
vocab-evidence state: confirmed
vocab-confidence: high
vocab-evidence note: Exact field article covering the von Neumann-Morgenstern foundation.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-node:gametheory:mapStatus
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: Game theory (von Neumann–Morgenstern)
vocab-subject type: atlasEntry
vocab-claim dimension: mapStatus
vocab-evidence state: editorial_only
vocab-evidence note: “Foundational” is the map's editorial ranking; the article confirms the development separately, not that ranking.
vocab-raw record present: true

assessment-node:vonneumann45:development
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: Stored-program computer
vocab-subject type: atlasEntry
vocab-claim dimension: development
vocab-evidence state: confirmed
vocab-confidence: high
vocab-evidence note: Exact article.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-node:vonneumann45:mapStatus
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: Stored-program computer
vocab-subject type: atlasEntry
vocab-claim dimension: mapStatus
vocab-evidence state: editorial_only
vocab-evidence note: “Foundational” is the map's editorial ranking; the article confirms the development separately, not that ranking.
vocab-raw record present: true

assessment-node:wiener48:development
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: Cybernetics (Wiener)
vocab-subject type: atlasEntry
vocab-claim dimension: development
vocab-evidence state: confirmed
vocab-confidence: high
vocab-evidence note: Exact article.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-node:wiener48:mapStatus
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: Cybernetics (Wiener)
vocab-subject type: atlasEntry
vocab-claim dimension: mapStatus
vocab-evidence state: editorial_only
vocab-evidence note: “Foundational” is the map's editorial ranking; the article confirms the development separately, not that ranking.
vocab-raw record present: true

assessment-node:shannon48:development
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: Information theory
vocab-subject type: atlasEntry
vocab-claim dimension: development
vocab-evidence state: confirmed
vocab-confidence: high
vocab-evidence note: Exact article.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-node:shannon48:mapStatus
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: Information theory
vocab-subject type: atlasEntry
vocab-claim dimension: mapStatus
vocab-evidence state: editorial_only
vocab-evidence note: “Foundational” is the map's editorial ranking; the article confirms the development separately, not that ranking.
vocab-raw record present: true

assessment-node:hebb49:development
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: Hebbian learning
vocab-subject type: atlasEntry
vocab-claim dimension: development
vocab-evidence state: confirmed
vocab-confidence: high
vocab-evidence note: Exact article for Hebbian learning.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-node:hebb49:mapStatus
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: Hebbian learning
vocab-subject type: atlasEntry
vocab-claim dimension: mapStatus
vocab-evidence state: editorial_only
vocab-evidence note: “Foundational” is the map's editorial ranking; the article confirms the development separately, not that ranking.
vocab-raw record present: true

assessment-node:turingtest:development
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: Turing test
vocab-subject type: atlasEntry
vocab-claim dimension: development
vocab-evidence state: confirmed
vocab-confidence: high
vocab-evidence note: Exact article.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-node:turingtest:mapStatus
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: Turing test
vocab-subject type: atlasEntry
vocab-claim dimension: mapStatus
vocab-evidence state: editorial_only
vocab-evidence note: “Foundational” is the map's editorial ranking; the article confirms the development separately, not that ranking.
vocab-raw record present: true

assessment-node:hodgkin52:development
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: Hodgkin–Huxley neuron model
vocab-subject type: atlasEntry
vocab-claim dimension: development
vocab-evidence state: confirmed
vocab-confidence: high
vocab-evidence note: Exact article.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-node:hodgkin52:mapStatus
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: Hodgkin–Huxley neuron model
vocab-subject type: atlasEntry
vocab-claim dimension: mapStatus
vocab-evidence state: editorial_only
vocab-evidence note: “Foundational” is the map's editorial ranking; the article confirms the development separately, not that ranking.
vocab-raw record present: true

assessment-node:dartmouth:development
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: Dartmouth workshop — 'AI' named
vocab-subject type: atlasEntry
vocab-claim dimension: development
vocab-evidence state: confirmed
vocab-confidence: high
vocab-evidence note: Exact article.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-node:dartmouth:mapStatus
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: Dartmouth workshop — 'AI' named
vocab-subject type: atlasEntry
vocab-claim dimension: mapStatus
vocab-evidence state: editorial_only
vocab-evidence note: “Foundational” is the map's editorial ranking; the article confirms the development separately, not that ranking.
vocab-raw record present: true

assessment-node:cogrev:development
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: Cognitive revolution
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vocab-claim dimension: development
vocab-evidence state: confirmed
vocab-confidence: high
vocab-evidence note: Exact article.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-node:cogrev:mapStatus
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: Cognitive revolution
vocab-subject type: atlasEntry
vocab-claim dimension: mapStatus
vocab-evidence state: editorial_only
vocab-evidence note: “Foundational” is the map's editorial ranking; the article confirms the development separately, not that ranking.
vocab-raw record present: true

assessment-node:hubel59:development
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: Hubel & Wiesel visual cortex
vocab-subject type: atlasEntry
vocab-claim dimension: development
vocab-evidence state: partial
vocab-confidence: medium
vocab-evidence note: Best article covering Hubel and Wiesel's receptive-field findings.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-node:hubel59:mapStatus
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: Hubel & Wiesel visual cortex
vocab-subject type: atlasEntry
vocab-claim dimension: mapStatus
vocab-evidence state: editorial_only
vocab-evidence note: “Foundational” is the map's editorial ranking; the article confirms the development separately, not that ranking.
vocab-raw record present: true

assessment-node:solomonoff:development
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: Solomonoff induction
vocab-subject type: atlasEntry
vocab-claim dimension: development
vocab-evidence state: confirmed
vocab-confidence: high
vocab-evidence note: Exact article.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-node:solomonoff:mapStatus
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: Solomonoff induction
vocab-subject type: atlasEntry
vocab-claim dimension: mapStatus
vocab-evidence state: editorial_only
vocab-evidence note: “Foundational” is the map's editorial ranking; the article confirms the development separately, not that ranking.
vocab-raw record present: true

assessment-node:kolmo:development
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: Kolmogorov complexity & MDL
vocab-subject type: atlasEntry
vocab-claim dimension: development
vocab-evidence state: partial
vocab-confidence: medium
vocab-evidence note: Directly covers the first bundled development; MDL has a separate article.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-node:kolmo:mapStatus
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: Kolmogorov complexity & MDL
vocab-subject type: atlasEntry
vocab-claim dimension: mapStatus
vocab-evidence state: editorial_only
vocab-evidence note: “Foundational” is the map's editorial ranking; the article confirms the development separately, not that ranking.
vocab-raw record present: true

assessment-node:complexity71:development
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: NP-completeness (Cook–Karp)
vocab-subject type: atlasEntry
vocab-claim dimension: development
vocab-evidence state: confirmed
vocab-confidence: high
vocab-evidence note: Exact article covering Cook-Karp foundations.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-node:complexity71:mapStatus
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: NP-completeness (Cook–Karp)
vocab-subject type: atlasEntry
vocab-claim dimension: mapStatus
vocab-evidence state: editorial_only
vocab-evidence note: “Foundational” is the map's editorial ranking; the article confirms the development separately, not that ranking.
vocab-raw record present: true

assessment-node:chineseroom:development
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: Chinese Room & symbol grounding
vocab-subject type: atlasEntry
vocab-claim dimension: development
vocab-evidence state: partial
vocab-confidence: medium
vocab-evidence note: Directly covers the first bundled critique; symbol grounding has a separate article.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-node:chineseroom:mapStatus
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: Chinese Room & symbol grounding
vocab-subject type: atlasEntry
vocab-claim dimension: mapStatus
vocab-evidence state: editorial_only
vocab-evidence note: “Foundational” is the map's editorial ranking; the article confirms the development separately, not that ranking.
vocab-raw record present: true

assessment-node:conndebate:development
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: Symbolic vs connectionist war
vocab-subject type: atlasEntry
vocab-claim dimension: development
vocab-evidence state: partial
vocab-confidence: medium
vocab-evidence note: Best labeled article for the symbolic-connectionist and systematicity debate.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-node:conndebate:mapStatus
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: Symbolic vs connectionist war
vocab-subject type: atlasEntry
vocab-claim dimension: mapStatus
vocab-evidence state: editorial_only
vocab-evidence note: “Foundational” is the map's editorial ranking; the article confirms the development separately, not that ranking.
vocab-raw record present: true

assessment-node:freeenergy:development
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: Free-energy principle
vocab-subject type: atlasEntry
vocab-claim dimension: development
vocab-evidence state: confirmed
vocab-confidence: high
vocab-evidence note: Exact article.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-node:freeenergy:mapStatus
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: Free-energy principle
vocab-subject type: atlasEntry
vocab-claim dimension: mapStatus
vocab-evidence state: editorial_only
vocab-evidence note: “Active” is an editorial assessment of current activity, not a conclusion established by this Wikipedia mapping.
vocab-raw record present: true

assessment-node:gap activeinf:development
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: Active inference at scale
vocab-subject type: atlasEntry
vocab-claim dimension: development
vocab-evidence state: hypothesis
vocab-evidence note: This is a map hypothesis; Wikipedia absence does not establish that the proposed gap is novel.
vocab-raw record present: true

assessment-node:gap activeinf:mapStatus
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: Active inference at scale
vocab-subject type: atlasEntry
vocab-claim dimension: mapStatus
vocab-evidence state: hypothesis
vocab-evidence note: This is explicitly a proposed gap; Wikipedia absence is not evidence that the proposal is novel.
vocab-raw record present: true

assessment-node:lt56:development
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: Logic Theorist
vocab-subject type: atlasEntry
vocab-claim dimension: development
vocab-evidence state: confirmed
vocab-confidence: high
vocab-evidence note: Exact article.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-node:lt56:mapStatus
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: Logic Theorist
vocab-subject type: atlasEntry
vocab-claim dimension: mapStatus
vocab-evidence state: editorial_only
vocab-evidence note: “Foundational” is the map's editorial ranking; the article confirms the development separately, not that ranking.
vocab-raw record present: true

assessment-node:lisp:development
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: LISP
vocab-subject type: atlasEntry
vocab-claim dimension: development
vocab-evidence state: confirmed
vocab-confidence: high
vocab-evidence note: Exact language article.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-node:lisp:mapStatus
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: LISP
vocab-subject type: atlasEntry
vocab-claim dimension: mapStatus
vocab-evidence state: editorial_only
vocab-evidence note: “Foundational” is the map's editorial ranking; the article confirms the development separately, not that ranking.
vocab-raw record present: true

assessment-node:gps:development
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: General Problem Solver
vocab-subject type: atlasEntry
vocab-claim dimension: development
vocab-evidence state: confirmed
vocab-confidence: high
vocab-evidence note: Exact article.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-node:gps:mapStatus
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: General Problem Solver
vocab-subject type: atlasEntry
vocab-claim dimension: mapStatus
vocab-evidence state: editorial_only
vocab-evidence note: “Foundational” is the map's editorial ranking; the article confirms the development separately, not that ranking.
vocab-raw record present: true

assessment-node:advicetaker:development
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: Advice Taker & the logicist creed
vocab-subject type: atlasEntry
vocab-claim dimension: development
vocab-evidence state: confirmed
vocab-confidence: high
vocab-evidence note: Exact article.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-node:advicetaker:mapStatus
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: Advice Taker & the logicist creed
vocab-subject type: atlasEntry
vocab-claim dimension: mapStatus
vocab-evidence state: editorial_only
vocab-evidence note: “Foundational” is the map's editorial ranking; the article confirms the development separately, not that ranking.
vocab-raw record present: true

assessment-node:resolution:development
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: Resolution theorem proving
vocab-subject type: atlasEntry
vocab-claim dimension: development
vocab-evidence state: confirmed
vocab-confidence: high
vocab-evidence note: Exact article for the inference rule.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-node:resolution:mapStatus
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: Resolution theorem proving
vocab-subject type: atlasEntry
vocab-claim dimension: mapStatus
vocab-evidence state: editorial_only
vocab-evidence note: “Foundational” is the map's editorial ranking; the article confirms the development separately, not that ranking.
vocab-raw record present: true

assessment-node:dendral:development
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: DENDRAL — first expert system
vocab-subject type: atlasEntry
vocab-claim dimension: development
vocab-evidence state: confirmed
vocab-confidence: high
vocab-evidence note: Exact article.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-node:dendral:mapStatus
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: DENDRAL — first expert system
vocab-subject type: atlasEntry
vocab-claim dimension: mapStatus
vocab-evidence state: editorial_only
vocab-evidence note: “Foundational” is the map's editorial ranking; the article confirms the development separately, not that ranking.
vocab-raw record present: true

assessment-node:semanticnets:development
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: Semantic networks
vocab-subject type: atlasEntry
vocab-claim dimension: development
vocab-evidence state: confirmed
vocab-confidence: high
vocab-evidence note: Exact article.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-node:semanticnets:mapStatus
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: Semantic networks
vocab-subject type: atlasEntry
vocab-claim dimension: mapStatus
vocab-evidence state: editorial_only
vocab-evidence note: “Foundational” is the map's editorial ranking; the article confirms the development separately, not that ranking.
vocab-raw record present: true

assessment-node:shrdlu:development
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: SHRDLU & blocks world
vocab-subject type: atlasEntry
vocab-claim dimension: development
vocab-evidence state: confirmed
vocab-confidence: high
vocab-evidence note: Exact article.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-node:shrdlu:mapStatus
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: SHRDLU & blocks world
vocab-subject type: atlasEntry
vocab-claim dimension: mapStatus
vocab-evidence state: partial
vocab-confidence: medium
vocab-evidence note: The SHRDLU page documents that its success did not carry over to realistic ambiguity and complexity, but it does not describe a formal project ending or direct supersession.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-node:prolog:development
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: Prolog & logic programming
vocab-subject type: atlasEntry
vocab-claim dimension: development
vocab-evidence state: confirmed
vocab-confidence: high
vocab-evidence note: Exact article.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-node:prolog:mapStatus
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: Prolog & logic programming
vocab-subject type: atlasEntry
vocab-claim dimension: mapStatus
vocab-evidence state: editorial_only
vocab-evidence note: “Dormant” is an editorial assessment; no encyclopedic fate finding is inferred from article or link presence.
vocab-raw record present: true

assessment-node:lighthill:development
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: Lighthill Report → first AI winter
vocab-subject type: atlasEntry
vocab-claim dimension: development
vocab-evidence state: confirmed
vocab-confidence: high
vocab-evidence note: Exact article.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-node:lighthill:mapStatus
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: Lighthill Report → first AI winter
vocab-subject type: atlasEntry
vocab-claim dimension: mapStatus
vocab-evidence state: partial
vocab-confidence: medium
vocab-evidence note: The page explicitly links the report to UK funding cuts and an AI winter, but does not describe the report itself as a superseded approach.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-node:mycin:development
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: MYCIN
vocab-subject type: atlasEntry
vocab-claim dimension: development
vocab-evidence state: confirmed
vocab-confidence: high
vocab-evidence note: Exact article.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-node:mycin:mapStatus
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: MYCIN
vocab-subject type: atlasEntry
vocab-claim dimension: mapStatus
vocab-evidence state: partial
vocab-confidence: medium
vocab-evidence note: The Mycin page explicitly says MYCIN was never used in routine practice and that its approach continued through EMYCIN and later systems; this supports historical nondeployment, not a simple failure claim.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-node:frames:development
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: Frames (Minsky)
vocab-subject type: atlasEntry
vocab-claim dimension: development
vocab-evidence state: confirmed
vocab-confidence: high
vocab-evidence note: Exact article.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-node:frames:mapStatus
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: Frames (Minsky)
vocab-subject type: atlasEntry
vocab-claim dimension: mapStatus
vocab-evidence state: editorial_only
vocab-evidence note: “Foundational” is the map's editorial ranking; the article confirms the development separately, not that ranking.
vocab-raw record present: true

assessment-node:ameurisko:development
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: AM & EURISKO
vocab-subject type: atlasEntry
vocab-claim dimension: development
vocab-evidence state: partial
vocab-confidence: medium
vocab-evidence note: Covers EURISKO and its relationship to AM; the node bundles both systems.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-node:ameurisko:mapStatus
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: AM & EURISKO
vocab-subject type: atlasEntry
vocab-claim dimension: mapStatus
vocab-evidence state: editorial_only
vocab-evidence note: “Dormant” is an editorial assessment; no encyclopedic fate finding is inferred from article or link presence.
vocab-raw record present: true

assessment-node:blackboard:development
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: Blackboard architectures
vocab-subject type: atlasEntry
vocab-claim dimension: development
vocab-evidence state: confirmed
vocab-confidence: high
vocab-evidence note: Exact article.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-node:blackboard:mapStatus
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: Blackboard architectures
vocab-subject type: atlasEntry
vocab-claim dimension: mapStatus
vocab-evidence state: editorial_only
vocab-evidence note: “Dormant” is an editorial assessment; no encyclopedic fate finding is inferred from article or link presence.
vocab-raw record present: true

assessment-node:xcon:development
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: XCON at DEC
vocab-subject type: atlasEntry
vocab-claim dimension: development
vocab-evidence state: confirmed
vocab-confidence: high
vocab-evidence note: Exact article.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-node:xcon:mapStatus
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: XCON at DEC
vocab-subject type: atlasEntry
vocab-claim dimension: mapStatus
vocab-evidence state: editorial_only
vocab-evidence note: The page documents XCON's success and related rewrites but does not explicitly say XCON ended or lost its leading role.
vocab-raw record present: true

assessment-node:nonmono:development
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: Non-monotonic logic & frame problem
vocab-subject type: atlasEntry
vocab-claim dimension: development
vocab-evidence state: partial
vocab-confidence: medium
vocab-evidence note: Directly covers the first bundled topic; the frame problem has a separate article.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-node:nonmono:mapStatus
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: Non-monotonic logic & frame problem
vocab-subject type: atlasEntry
vocab-claim dimension: mapStatus
vocab-evidence state: editorial_only
vocab-evidence note: “Dormant” is an editorial assessment; no encyclopedic fate finding is inferred from article or link presence.
vocab-raw record present: true

assessment-node:expertshells:development
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: Expert-systems industry
vocab-subject type: atlasEntry
vocab-claim dimension: development
vocab-evidence state: partial
vocab-confidence: medium
vocab-evidence note: Best labeled article for the expert-system and shell industry rather than one product.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-node:expertshells:mapStatus
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: Expert-systems industry
vocab-subject type: atlasEntry
vocab-claim dimension: mapStatus
vocab-evidence state: partial
vocab-confidence: medium
vocab-evidence note: The Expert system page says the standalone expert-system term mostly disappeared and presents both failure and absorption into standard rule-engine tooling as interpretations, so only the standalone industry framing is supported as ended.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-node:lispmachines:development
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: Lisp machines
vocab-subject type: atlasEntry
vocab-claim dimension: development
vocab-evidence state: confirmed
vocab-confidence: high
vocab-evidence note: Exact article.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-node:lispmachines:mapStatus
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: Lisp machines
vocab-subject type: atlasEntry
vocab-claim dimension: mapStatus
vocab-evidence state: partial
vocab-confidence: medium
vocab-evidence note: The page records LMI's bankruptcy and the demise of its product effort, but does not explicitly attribute the overall hardware category's end to commodity workstations.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-node:fifthgen:development
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: Fifth Generation Project
vocab-subject type: atlasEntry
vocab-claim dimension: development
vocab-evidence state: confirmed
vocab-confidence: high
vocab-evidence note: Exact project article.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-node:fifthgen:mapStatus
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: Fifth Generation Project
vocab-subject type: atlasEntry
vocab-claim dimension: mapStatus
vocab-evidence state: confirmed
vocab-confidence: high
vocab-evidence note: The Fifth Generation Computer Systems page explicitly says the ten-year project ended in commercial failure and was surpassed by less specialized hardware.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-node:soar:development
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: SOAR & ACT-R architectures
vocab-subject type: atlasEntry
vocab-claim dimension: development
vocab-evidence state: partial
vocab-confidence: medium
vocab-evidence note: Best common article because the node bundles Soar and ACT-R.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-node:soar:mapStatus
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: SOAR & ACT-R architectures
vocab-subject type: atlasEntry
vocab-claim dimension: mapStatus
vocab-evidence state: editorial_only
vocab-evidence note: “Dormant” is an editorial assessment; no encyclopedic fate finding is inferred from article or link presence.
vocab-raw record present: true

assessment-node:cbr:development
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: Case-based reasoning
vocab-subject type: atlasEntry
vocab-claim dimension: development
vocab-evidence state: confirmed
vocab-confidence: high
vocab-evidence note: Exact article.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-node:cbr:mapStatus
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: Case-based reasoning
vocab-subject type: atlasEntry
vocab-claim dimension: mapStatus
vocab-evidence state: editorial_only
vocab-evidence note: “Dormant” is an editorial assessment; no encyclopedic fate finding is inferred from article or link presence.
vocab-raw record present: true

assessment-node:cyc:development
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: Cyc — commonsense by hand
vocab-subject type: atlasEntry
vocab-claim dimension: development
vocab-evidence state: confirmed
vocab-confidence: high
vocab-evidence note: Exact article.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-node:cyc:mapStatus
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: Cyc — commonsense by hand
vocab-subject type: atlasEntry
vocab-claim dimension: mapStatus
vocab-evidence state: editorial_only
vocab-evidence note: “Dormant” is an editorial assessment; no encyclopedic fate finding is inferred from article or link presence.
vocab-raw record present: true

assessment-node:aiwinter2:development
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: Second AI winter
vocab-subject type: atlasEntry
vocab-claim dimension: development
vocab-evidence state: partial
vocab-confidence: medium
vocab-evidence note: The article covers both AI winters, including the second.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-node:aiwinter2:mapStatus
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: Second AI winter
vocab-subject type: atlasEntry
vocab-claim dimension: mapStatus
vocab-evidence state: confirmed
vocab-confidence: high
vocab-evidence note: The AI winter page dates the second major winter to roughly 1987-2000, documents the associated industry collapse and abandonments, and contrasts it with later renewed interest and the current boom.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-node:itp:development
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: Interactive theorem provers
vocab-subject type: atlasEntry
vocab-claim dimension: development
vocab-evidence state: confirmed
vocab-confidence: high
vocab-evidence note: Direct article for interactive theorem provers and assistants.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-node:itp:mapStatus
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: Interactive theorem provers
vocab-subject type: atlasEntry
vocab-claim dimension: mapStatus
vocab-evidence state: editorial_only
vocab-evidence note: “Revived” is an editorial judgment; no encyclopedic fate finding is inferred from article or link presence.
vocab-raw record present: true

assessment-node:ilp:development
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: Inductive logic programming
vocab-subject type: atlasEntry
vocab-claim dimension: development
vocab-evidence state: confirmed
vocab-confidence: high
vocab-evidence note: Exact article.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-node:ilp:mapStatus
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: Inductive logic programming
vocab-subject type: atlasEntry
vocab-claim dimension: mapStatus
vocab-evidence state: editorial_only
vocab-evidence note: “Dormant” is an editorial assessment; no encyclopedic fate finding is inferred from article or link presence.
vocab-raw record present: true

assessment-node:dlogic:development
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: Description logics & ontologies
vocab-subject type: atlasEntry
vocab-claim dimension: development
vocab-evidence state: confirmed
vocab-confidence: high
vocab-evidence note: Exact article.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-node:dlogic:mapStatus
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: Description logics & ontologies
vocab-subject type: atlasEntry
vocab-claim dimension: mapStatus
vocab-evidence state: editorial_only
vocab-evidence note: “Dormant” is an editorial assessment; no encyclopedic fate finding is inferred from article or link presence.
vocab-raw record present: true

assessment-node:fuzzy:development
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: Fuzzy logic
vocab-subject type: atlasEntry
vocab-claim dimension: development
vocab-evidence state: confirmed
vocab-confidence: high
vocab-evidence note: Exact article.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-node:fuzzy:mapStatus
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: Fuzzy logic
vocab-subject type: atlasEntry
vocab-claim dimension: mapStatus
vocab-evidence state: editorial_only
vocab-evidence note: “Dormant” is an editorial assessment; no encyclopedic fate finding is inferred from article or link presence.
vocab-raw record present: true

assessment-node:semweb:development
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: Semantic Web (RDF/OWL)
vocab-subject type: atlasEntry
vocab-claim dimension: development
vocab-evidence state: confirmed
vocab-confidence: high
vocab-evidence note: Exact article.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-node:semweb:mapStatus
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: Semantic Web (RDF/OWL)
vocab-subject type: atlasEntry
vocab-claim dimension: mapStatus
vocab-evidence state: editorial_only
vocab-evidence note: “Dormant” is an editorial assessment; no encyclopedic fate finding is inferred from article or link presence.
vocab-raw record present: true

assessment-node:kgraphs:development
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: Knowledge graphs at scale
vocab-subject type: atlasEntry
vocab-claim dimension: development
vocab-evidence state: confirmed
vocab-confidence: high
vocab-evidence note: Exact article.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-node:kgraphs:mapStatus
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: Knowledge graphs at scale
vocab-subject type: atlasEntry
vocab-claim dimension: mapStatus
vocab-evidence state: editorial_only
vocab-evidence note: “Revived” is an editorial judgment; no encyclopedic fate finding is inferred from article or link presence.
vocab-raw record present: true

assessment-node:neurosymbolic:development
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: Neuro-symbolic AI
vocab-subject type: atlasEntry
vocab-claim dimension: development
vocab-evidence state: confirmed
vocab-confidence: high
vocab-evidence note: Exact article.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-node:neurosymbolic:mapStatus
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: Neuro-symbolic AI
vocab-subject type: atlasEntry
vocab-claim dimension: mapStatus
vocab-evidence state: editorial_only
vocab-evidence note: “Active” is an editorial assessment of current activity, not a conclusion established by this Wikipedia mapping.
vocab-raw record present: true

assessment-node:gap neurosym:development
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: Symbolic rigor at LLM scale
vocab-subject type: atlasEntry
vocab-claim dimension: development
vocab-evidence state: hypothesis
vocab-evidence note: This is a map hypothesis; Wikipedia absence does not establish that the proposed gap is novel.
vocab-raw record present: true

assessment-node:gap neurosym:mapStatus
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: Symbolic rigor at LLM scale
vocab-subject type: atlasEntry
vocab-claim dimension: mapStatus
vocab-evidence state: hypothesis
vocab-evidence note: This is explicitly a proposed gap; Wikipedia absence is not evidence that the proposal is novel.
vocab-raw record present: true

assessment-node:shannonchess:development
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: Shannon's chess blueprint
vocab-subject type: atlasEntry
vocab-claim dimension: development
vocab-evidence state: partial
vocab-confidence: medium
vocab-evidence note: Best article covering Shannon's 1950 chess-programming blueprint.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-node:shannonchess:mapStatus
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: Shannon's chess blueprint
vocab-subject type: atlasEntry
vocab-claim dimension: mapStatus
vocab-evidence state: editorial_only
vocab-evidence note: “Foundational” is the map's editorial ranking; the article confirms the development separately, not that ranking.
vocab-raw record present: true

assessment-node:minimaxab:development
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: Alpha–beta & heuristic search
vocab-subject type: atlasEntry
vocab-claim dimension: development
vocab-evidence state: confirmed
vocab-confidence: high
vocab-evidence note: Directly covers the central pruning development; the node also bundles heuristic evaluation.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-node:minimaxab:mapStatus
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: Alpha–beta & heuristic search
vocab-subject type: atlasEntry
vocab-claim dimension: mapStatus
vocab-evidence state: editorial_only
vocab-evidence note: “Foundational” is the map's editorial ranking; the article confirms the development separately, not that ranking.
vocab-raw record present: true

assessment-node:astar:development
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: A* search
vocab-subject type: atlasEntry
vocab-claim dimension: development
vocab-evidence state: confirmed
vocab-confidence: high
vocab-evidence note: Exact article.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-node:astar:mapStatus
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: A* search
vocab-subject type: atlasEntry
vocab-claim dimension: mapStatus
vocab-evidence state: editorial_only
vocab-evidence note: “Foundational” is the map's editorial ranking; the article confirms the development separately, not that ranking.
vocab-raw record present: true

assessment-node:strips:development
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: STRIPS planning
vocab-subject type: atlasEntry
vocab-claim dimension: development
vocab-evidence state: confirmed
vocab-confidence: high
vocab-evidence note: Exact article for STRIPS and its planning language.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-node:strips:mapStatus
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: STRIPS planning
vocab-subject type: atlasEntry
vocab-claim dimension: mapStatus
vocab-evidence state: editorial_only
vocab-evidence note: “Foundational” is the map's editorial ranking; the article confirms the development separately, not that ranking.
vocab-raw record present: true

assessment-node:csp:development
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: Constraint satisfaction
vocab-subject type: atlasEntry
vocab-claim dimension: development
vocab-evidence state: confirmed
vocab-confidence: high
vocab-evidence note: Exact article.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-node:csp:mapStatus
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: Constraint satisfaction
vocab-subject type: atlasEntry
vocab-claim dimension: mapStatus
vocab-evidence state: editorial_only
vocab-evidence note: “Foundational” is the map's editorial ranking; the article confirms the development separately, not that ranking.
vocab-raw record present: true

assessment-node:chinook:development
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: Checkers conquered (Chinook)
vocab-subject type: atlasEntry
vocab-claim dimension: development
vocab-evidence state: confirmed
vocab-confidence: high
vocab-evidence note: Exact article.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-node:chinook:mapStatus
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: Checkers conquered (Chinook)
vocab-subject type: atlasEntry
vocab-claim dimension: mapStatus
vocab-evidence state: editorial_only
vocab-evidence note: “Foundational” is the map's editorial ranking; the article confirms the development separately, not that ranking.
vocab-raw record present: true

assessment-node:deepblue:development
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: Deep Blue beats Kasparov
vocab-subject type: atlasEntry
vocab-claim dimension: development
vocab-evidence state: confirmed
vocab-confidence: high
vocab-evidence note: Exact article for the system; the match has a separate article.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-node:deepblue:mapStatus
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: Deep Blue beats Kasparov
vocab-subject type: atlasEntry
vocab-claim dimension: mapStatus
vocab-evidence state: editorial_only
vocab-evidence note: “Foundational” is the map's editorial ranking; the article confirms the development separately, not that ranking.
vocab-raw record present: true

assessment-node:planningpddl:development
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: Classical planning & PDDL
vocab-subject type: atlasEntry
vocab-claim dimension: development
vocab-evidence state: confirmed
vocab-confidence: high
vocab-evidence note: Exact article.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-node:planningpddl:mapStatus
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: Classical planning & PDDL
vocab-subject type: atlasEntry
vocab-claim dimension: mapStatus
vocab-evidence state: editorial_only
vocab-evidence note: “Dormant” is an editorial assessment; no encyclopedic fate finding is inferred from article or link presence.
vocab-raw record present: true

assessment-node:satsolvers:development
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: Modern SAT/SMT solvers
vocab-subject type: atlasEntry
vocab-claim dimension: development
vocab-evidence state: partial
vocab-confidence: medium
vocab-evidence note: Directly covers SAT solvers; the node also bundles SMT solvers.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-node:satsolvers:mapStatus
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: Modern SAT/SMT solvers
vocab-subject type: atlasEntry
vocab-claim dimension: mapStatus
vocab-evidence state: editorial_only
vocab-evidence note: “Active” is an editorial assessment of current activity, not a conclusion established by this Wikipedia mapping.
vocab-raw record present: true

assessment-node:mcts:development
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: Monte Carlo Tree Search
vocab-subject type: atlasEntry
vocab-claim dimension: development
vocab-evidence state: confirmed
vocab-confidence: high
vocab-evidence note: Exact article.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-node:mcts:mapStatus
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: Monte Carlo Tree Search
vocab-subject type: atlasEntry
vocab-claim dimension: mapStatus
vocab-evidence state: editorial_only
vocab-evidence note: “Foundational” is the map's editorial ranking; the article confirms the development separately, not that ranking.
vocab-raw record present: true

assessment-node:poker:development
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: Imperfect-info games solved
vocab-subject type: atlasEntry
vocab-claim dimension: development
vocab-evidence state: partial
vocab-confidence: medium
vocab-evidence note: Best article covering Libratus, Pluribus, CFR, and solved poker variants.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-node:poker:mapStatus
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: Imperfect-info games solved
vocab-subject type: atlasEntry
vocab-claim dimension: mapStatus
vocab-evidence state: editorial_only
vocab-evidence note: “Foundational” is the map's editorial ranking; the article confirms the development separately, not that ranking.
vocab-raw record present: true

assessment-node:llmsearch:development
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: LLM-guided search
vocab-subject type: atlasEntry
vocab-claim dimension: development
vocab-evidence state: not_found
vocab-confidence: low
vocab-evidence note: No clear English Wikipedia article directly or cleanly contextually covers the 2023 LLM-guided-search synthesis. No direct article was recorded; this absence is not evidence against the development.
vocab-raw record present: true

assessment-node:llmsearch:mapStatus
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: LLM-guided search
vocab-subject type: atlasEntry
vocab-claim dimension: mapStatus
vocab-evidence state: editorial_only
vocab-evidence note: “Hot frontier” is a time-sensitive editorial assessment, not a conclusion established by this Wikipedia mapping.
vocab-raw record present: true

assessment-node:bandits:development
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: Multi-armed bandits
vocab-subject type: atlasEntry
vocab-claim dimension: development
vocab-evidence state: confirmed
vocab-confidence: high
vocab-evidence note: Exact article.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-node:bandits:mapStatus
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: Multi-armed bandits
vocab-subject type: atlasEntry
vocab-claim dimension: mapStatus
vocab-evidence state: editorial_only
vocab-evidence note: “Foundational” is the map's editorial ranking; the article confirms the development separately, not that ranking.
vocab-raw record present: true

assessment-node:mdp:development
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: MDPs & Bellman equations
vocab-subject type: atlasEntry
vocab-claim dimension: development
vocab-evidence state: confirmed
vocab-confidence: high
vocab-evidence note: Exact article.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-node:mdp:mapStatus
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: MDPs & Bellman equations
vocab-subject type: atlasEntry
vocab-claim dimension: mapStatus
vocab-evidence state: editorial_only
vocab-evidence note: “Foundational” is the map's editorial ranking; the article confirms the development separately, not that ranking.
vocab-raw record present: true

assessment-node:samuel:development
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: Samuel's checkers learner
vocab-subject type: atlasEntry
vocab-claim dimension: development
vocab-evidence state: partial
vocab-confidence: medium
vocab-evidence note: The computer-players section directly documents Arthur Samuel's adaptive checkers program.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-node:samuel:mapStatus
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: Samuel's checkers learner
vocab-subject type: atlasEntry
vocab-claim dimension: mapStatus
vocab-evidence state: editorial_only
vocab-evidence note: “Foundational” is the map's editorial ranking; the article confirms the development separately, not that ranking.
vocab-raw record present: true

assessment-node:tdlearning:development
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: Temporal-difference learning
vocab-subject type: atlasEntry
vocab-claim dimension: development
vocab-evidence state: confirmed
vocab-confidence: high
vocab-evidence note: Exact article.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-node:tdlearning:mapStatus
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: Temporal-difference learning
vocab-subject type: atlasEntry
vocab-claim dimension: mapStatus
vocab-evidence state: editorial_only
vocab-evidence note: “Foundational” is the map's editorial ranking; the article confirms the development separately, not that ranking.
vocab-raw record present: true

assessment-node:qlearning:development
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: Q-learning
vocab-subject type: atlasEntry
vocab-claim dimension: development
vocab-evidence state: confirmed
vocab-confidence: high
vocab-evidence note: Exact article.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-node:qlearning:mapStatus
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: Q-learning
vocab-subject type: atlasEntry
vocab-claim dimension: mapStatus
vocab-evidence state: editorial_only
vocab-evidence note: “Foundational” is the map's editorial ranking; the article confirms the development separately, not that ranking.
vocab-raw record present: true

assessment-node:tdgammon:development
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: TD-Gammon
vocab-subject type: atlasEntry
vocab-claim dimension: development
vocab-evidence state: confirmed
vocab-confidence: high
vocab-evidence note: Exact article.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-node:tdgammon:mapStatus
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: TD-Gammon
vocab-subject type: atlasEntry
vocab-claim dimension: mapStatus
vocab-evidence state: editorial_only
vocab-evidence note: “Foundational” is the map's editorial ranking; the article confirms the development separately, not that ranking.
vocab-raw record present: true

assessment-node:policygrad:development
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: Policy gradients (REINFORCE → actor–critic)
vocab-subject type: atlasEntry
vocab-claim dimension: development
vocab-evidence state: confirmed
vocab-confidence: high
vocab-evidence note: Direct article covering REINFORCE, actor-critic methods, TRPO, and PPO.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-node:policygrad:mapStatus
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: Policy gradients (REINFORCE → actor–critic)
vocab-subject type: atlasEntry
vocab-claim dimension: mapStatus
vocab-evidence state: editorial_only
vocab-evidence note: “Foundational” is the map's editorial ranking; the article confirms the development separately, not that ranking.
vocab-raw record present: true

assessment-node:dopamine:development
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: Dopamine = TD error
vocab-subject type: atlasEntry
vocab-claim dimension: development
vocab-evidence state: partial
vocab-confidence: medium
vocab-evidence note: The reward section directly covers dopamine as a temporal-difference-like reward-prediction-error signal.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-node:dopamine:mapStatus
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: Dopamine = TD error
vocab-subject type: atlasEntry
vocab-claim dimension: mapStatus
vocab-evidence state: editorial_only
vocab-evidence note: “Foundational” is the map's editorial ranking; the article confirms the development separately, not that ranking.
vocab-raw record present: true

assessment-node:rlbook:development
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: RL synthesis (Sutton & Barto)
vocab-subject type: atlasEntry
vocab-claim dimension: development
vocab-evidence state: partial
vocab-confidence: medium
vocab-evidence note: Best field article; it cites and uses Sutton and Barto's synthesis, but the book lacks a dedicated page.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-node:rlbook:mapStatus
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: RL synthesis (Sutton & Barto)
vocab-subject type: atlasEntry
vocab-claim dimension: mapStatus
vocab-evidence state: editorial_only
vocab-evidence note: “Foundational” is the map's editorial ranking; the article confirms the development separately, not that ranking.
vocab-raw record present: true

assessment-node:hrl:development
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: Hierarchical RL (options)
vocab-subject type: atlasEntry
vocab-claim dimension: development
vocab-evidence state: partial
vocab-confidence: medium
vocab-evidence note: The article explicitly includes modular and hierarchical reinforcement learning as a research topic; no dedicated current page.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-node:hrl:mapStatus
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: Hierarchical RL (options)
vocab-subject type: atlasEntry
vocab-claim dimension: mapStatus
vocab-evidence state: editorial_only
vocab-evidence note: “Dormant” is an editorial assessment; no encyclopedic fate finding is inferred from article or link presence.
vocab-raw record present: true

assessment-node:dqn:development
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: DQN — Atari from pixels
vocab-subject type: atlasEntry
vocab-claim dimension: development
vocab-evidence state: partial
vocab-confidence: medium
vocab-evidence note: Directly covers Deep Q-Network; DQN itself is a disambiguation page.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-node:dqn:mapStatus
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: DQN — Atari from pixels
vocab-subject type: atlasEntry
vocab-claim dimension: mapStatus
vocab-evidence state: editorial_only
vocab-evidence note: “Foundational” is the map's editorial ranking; the article confirms the development separately, not that ranking.
vocab-raw record present: true

assessment-node:alphago:development
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: AlphaGo beats Lee Sedol
vocab-subject type: atlasEntry
vocab-claim dimension: development
vocab-evidence state: confirmed
vocab-confidence: high
vocab-evidence note: Exact event article matching the node.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-node:alphago:mapStatus
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: AlphaGo beats Lee Sedol
vocab-subject type: atlasEntry
vocab-claim dimension: mapStatus
vocab-evidence state: editorial_only
vocab-evidence note: “Foundational” is the map's editorial ranking; the article confirms the development separately, not that ranking.
vocab-raw record present: true

assessment-node:alphazero:development
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: AlphaZero / MuZero
vocab-subject type: atlasEntry
vocab-claim dimension: development
vocab-evidence state: partial
vocab-confidence: medium
vocab-evidence note: Directly covers AlphaZero; the bundled MuZero development has its own page.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-node:alphazero:mapStatus
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: AlphaZero / MuZero
vocab-subject type: atlasEntry
vocab-claim dimension: mapStatus
vocab-evidence state: editorial_only
vocab-evidence note: “Foundational” is the map's editorial ranking; the article confirms the development separately, not that ranking.
vocab-raw record present: true

assessment-node:a3cppo:development
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: Policy-gradient workhorses (PPO)
vocab-subject type: atlasEntry
vocab-claim dimension: development
vocab-evidence state: confirmed
vocab-confidence: high
vocab-evidence note: Exact article for PPO and its TRPO predecessor.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-node:a3cppo:mapStatus
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: Policy-gradient workhorses (PPO)
vocab-subject type: atlasEntry
vocab-claim dimension: mapStatus
vocab-evidence state: editorial_only
vocab-evidence note: “Foundational” is the map's editorial ranking; the article confirms the development separately, not that ranking.
vocab-raw record present: true

assessment-node:curiosity:development
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: Curiosity & intrinsic motivation
vocab-subject type: atlasEntry
vocab-claim dimension: development
vocab-evidence state: confirmed
vocab-confidence: high
vocab-evidence note: Exact article for curiosity-driven intrinsic rewards.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-node:curiosity:mapStatus
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: Curiosity & intrinsic motivation
vocab-subject type: atlasEntry
vocab-claim dimension: mapStatus
vocab-evidence state: editorial_only
vocab-evidence note: “Dormant” is an editorial assessment; no encyclopedic fate finding is inferred from article or link presence.
vocab-raw record present: true

assessment-node:marl:development
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: Multi-agent RL
vocab-subject type: atlasEntry
vocab-claim dimension: development
vocab-evidence state: confirmed
vocab-confidence: high
vocab-evidence note: Exact article.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-node:marl:mapStatus
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: Multi-agent RL
vocab-subject type: atlasEntry
vocab-claim dimension: mapStatus
vocab-evidence state: editorial_only
vocab-evidence note: “Active” is an editorial assessment of current activity, not a conclusion established by this Wikipedia mapping.
vocab-raw record present: true

assessment-node:worldmodels18:development
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: World Models (Ha & Schmidhuber)
vocab-subject type: atlasEntry
vocab-claim dimension: development
vocab-evidence state: partial
vocab-confidence: medium
vocab-evidence note: Best labeled article for learned world models; not specific to the Ha-Schmidhuber paper alone.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-node:worldmodels18:mapStatus
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: World Models (Ha & Schmidhuber)
vocab-subject type: atlasEntry
vocab-claim dimension: mapStatus
vocab-evidence state: editorial_only
vocab-evidence note: “Foundational” is the map's editorial ranking; the article confirms the development separately, not that ranking.
vocab-raw record present: true

assessment-node:modelbased:development
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: Model-based RL (Dreamer)
vocab-subject type: atlasEntry
vocab-claim dimension: development
vocab-evidence state: partial
vocab-confidence: medium
vocab-evidence note: The algorithms section directly covers model-based deep RL and Dreamer; no dedicated current page.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-node:modelbased:mapStatus
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: Model-based RL (Dreamer)
vocab-subject type: atlasEntry
vocab-claim dimension: mapStatus
vocab-evidence state: editorial_only
vocab-evidence note: “Active” is an editorial assessment of current activity, not a conclusion established by this Wikipedia mapping.
vocab-raw record present: true

assessment-node:dota5:development
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: OpenAI Five & AlphaStar
vocab-subject type: atlasEntry
vocab-claim dimension: development
vocab-evidence state: partial
vocab-confidence: medium
vocab-evidence note: Directly covers one half of the bundled node; AlphaStar has a separate page.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-node:dota5:mapStatus
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: OpenAI Five & AlphaStar
vocab-subject type: atlasEntry
vocab-claim dimension: mapStatus
vocab-evidence state: editorial_only
vocab-evidence note: “Foundational” is the map's editorial ranking; the article confirms the development separately, not that ranking.
vocab-raw record present: true

assessment-node:openended:development
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: Open-endedness (POET)
vocab-subject type: atlasEntry
vocab-claim dimension: development
vocab-evidence state: partial
vocab-confidence: medium
vocab-evidence note: Its open-problems section directly discusses open-ended evolution; POET lacks a dedicated page.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-node:openended:mapStatus
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: Open-endedness (POET)
vocab-subject type: atlasEntry
vocab-claim dimension: mapStatus
vocab-evidence state: editorial_only
vocab-evidence note: “Active” is an editorial assessment of current activity, not a conclusion established by this Wikipedia mapping.
vocab-raw record present: true

assessment-node:offlinerl:development
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: Offline RL & sequence policies
vocab-subject type: atlasEntry
vocab-claim dimension: development
vocab-evidence state: partial
vocab-confidence: medium
vocab-evidence note: The article directly defines offline or batch RL; no dedicated offline-RL page.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-node:offlinerl:mapStatus
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: Offline RL & sequence policies
vocab-subject type: atlasEntry
vocab-claim dimension: mapStatus
vocab-evidence state: editorial_only
vocab-evidence note: “Active” is an editorial assessment of current activity, not a conclusion established by this Wikipedia mapping.
vocab-raw record present: true

assessment-node:gato:development
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: Generalist agents (Gato)
vocab-subject type: atlasEntry
vocab-claim dimension: development
vocab-evidence state: confirmed
vocab-confidence: high
vocab-evidence note: Exact article.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-node:gato:mapStatus
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: Generalist agents (Gato)
vocab-subject type: atlasEntry
vocab-claim dimension: mapStatus
vocab-evidence state: editorial_only
vocab-evidence note: “Dormant” is an editorial assessment; no encyclopedic fate finding is inferred from article or link presence.
vocab-raw record present: true

assessment-node:agentsllm:development
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: LLM agents & tool use
vocab-subject type: atlasEntry
vocab-claim dimension: development
vocab-evidence state: partial
vocab-confidence: medium
vocab-evidence note: Best labeled article for tool-using LLM agents; the node is a broad synthesis.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-node:agentsllm:mapStatus
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: LLM agents & tool use
vocab-subject type: atlasEntry
vocab-claim dimension: mapStatus
vocab-evidence state: editorial_only
vocab-evidence note: “Hot frontier” is a time-sensitive editorial assessment, not a conclusion established by this Wikipedia mapping.
vocab-raw record present: true

assessment-node:rlvr:development
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: RL on verifiable rewards
vocab-subject type: atlasEntry
vocab-claim dimension: development
vocab-evidence state: partial
vocab-confidence: medium
vocab-evidence note: The DeepSeek article documents DeepSeek-R1 as a prominent verifiable-reward reasoning system; no dedicated RLVR concept page exists.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-node:rlvr:mapStatus
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: RL on verifiable rewards
vocab-subject type: atlasEntry
vocab-claim dimension: mapStatus
vocab-evidence state: editorial_only
vocab-evidence note: “Hot frontier” is a time-sensitive editorial assessment, not a conclusion established by this Wikipedia mapping.
vocab-raw record present: true

assessment-node:gap openended:development
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: Robust, general open-ended self-improvement
vocab-subject type: atlasEntry
vocab-claim dimension: development
vocab-evidence state: hypothesis
vocab-evidence note: This is a map hypothesis; Wikipedia absence does not establish that the proposed gap is novel.
vocab-raw record present: true

assessment-node:gap openended:mapStatus
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: Robust, general open-ended self-improvement
vocab-subject type: atlasEntry
vocab-claim dimension: mapStatus
vocab-evidence state: hypothesis
vocab-evidence note: This is explicitly a proposed gap; Wikipedia absence is not evidence that the proposal is novel.
vocab-raw record present: true

assessment-node:perceptron:development
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: Perceptron (Rosenblatt)
vocab-subject type: atlasEntry
vocab-claim dimension: development
vocab-evidence state: confirmed
vocab-confidence: high
vocab-evidence note: Exact article.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-node:perceptron:mapStatus
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: Perceptron (Rosenblatt)
vocab-subject type: atlasEntry
vocab-claim dimension: mapStatus
vocab-evidence state: editorial_only
vocab-evidence note: “Foundational” is the map's editorial ranking; the article confirms the development separately, not that ranking.
vocab-raw record present: true

assessment-node:adaline:development
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: ADALINE & delta rule
vocab-subject type: atlasEntry
vocab-claim dimension: development
vocab-evidence state: confirmed
vocab-confidence: high
vocab-evidence note: Exact article.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-node:adaline:mapStatus
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: ADALINE & delta rule
vocab-subject type: atlasEntry
vocab-claim dimension: mapStatus
vocab-evidence state: editorial_only
vocab-evidence note: “Foundational” is the map's editorial ranking; the article confirms the development separately, not that ranking.
vocab-raw record present: true

assessment-node:perceptronsbook:development
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: 'Perceptrons' kills the field
vocab-subject type: atlasEntry
vocab-claim dimension: development
vocab-evidence state: confirmed
vocab-confidence: high
vocab-evidence note: Exact book article.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-node:perceptronsbook:mapStatus
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: 'Perceptrons' kills the field
vocab-subject type: atlasEntry
vocab-claim dimension: mapStatus
vocab-evidence state: partial
vocab-confidence: medium
vocab-evidence note: The Perceptrons book page says the book is often thought to have caused a decline in neural-network research, while also noting continued work and a later revival; the stronger kills-the-field framing remains disputed.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-node:neocognitron:development
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: Neocognitron
vocab-subject type: atlasEntry
vocab-claim dimension: development
vocab-evidence state: confirmed
vocab-confidence: high
vocab-evidence note: Exact article.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-node:neocognitron:mapStatus
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: Neocognitron
vocab-subject type: atlasEntry
vocab-claim dimension: mapStatus
vocab-evidence state: editorial_only
vocab-evidence note: “Foundational” is the map's editorial ranking; the article confirms the development separately, not that ranking.
vocab-raw record present: true

assessment-node:hopfield:development
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: Hopfield networks
vocab-subject type: atlasEntry
vocab-claim dimension: development
vocab-evidence state: confirmed
vocab-confidence: high
vocab-evidence note: Exact article.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-node:hopfield:mapStatus
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: Hopfield networks
vocab-subject type: atlasEntry
vocab-claim dimension: mapStatus
vocab-evidence state: editorial_only
vocab-evidence note: “Revived” is an editorial judgment; no encyclopedic fate finding is inferred from article or link presence.
vocab-raw record present: true

assessment-node:boltzmann:development
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: Boltzmann machines
vocab-subject type: atlasEntry
vocab-claim dimension: development
vocab-evidence state: confirmed
vocab-confidence: high
vocab-evidence note: Exact article.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-node:boltzmann:mapStatus
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: Boltzmann machines
vocab-subject type: atlasEntry
vocab-claim dimension: mapStatus
vocab-evidence state: editorial_only
vocab-evidence note: “Dormant” is an editorial assessment; no encyclopedic fate finding is inferred from article or link presence.
vocab-raw record present: true

assessment-node:rbm:development
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: Restricted Boltzmann machines
vocab-subject type: atlasEntry
vocab-claim dimension: development
vocab-evidence state: confirmed
vocab-confidence: high
vocab-evidence note: Direct article for the named model and its deep-belief-network lineage.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-node:rbm:mapStatus
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: Restricted Boltzmann machines
vocab-subject type: atlasEntry
vocab-claim dimension: mapStatus
vocab-evidence state: editorial_only
vocab-evidence note: “Foundational” is the map's editorial ranking; the article confirms the development separately, not that ranking.
vocab-raw record present: true

assessment-node:backprop:development
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: Backpropagation
vocab-subject type: atlasEntry
vocab-claim dimension: development
vocab-evidence state: confirmed
vocab-confidence: high
vocab-evidence note: Exact article.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-node:backprop:mapStatus
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: Backpropagation
vocab-subject type: atlasEntry
vocab-claim dimension: mapStatus
vocab-evidence state: editorial_only
vocab-evidence note: “Foundational” is the map's editorial ranking; the article confirms the development separately, not that ranking.
vocab-raw record present: true

assessment-node:pdp86:development
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: PDP & connectionism revival
vocab-subject type: atlasEntry
vocab-claim dimension: development
vocab-evidence state: partial
vocab-confidence: medium
vocab-evidence note: The second-wave section directly covers the PDP volumes and revival; no dedicated book page.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-node:pdp86:mapStatus
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: PDP & connectionism revival
vocab-subject type: atlasEntry
vocab-claim dimension: mapStatus
vocab-evidence state: editorial_only
vocab-evidence note: “Foundational” is the map's editorial ranking; the article confirms the development separately, not that ranking.
vocab-raw record present: true

assessment-node:universalapprox:development
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: Universal approximation
vocab-subject type: atlasEntry
vocab-claim dimension: development
vocab-evidence state: confirmed
vocab-confidence: high
vocab-evidence note: Exact article.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-node:universalapprox:mapStatus
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: Universal approximation
vocab-subject type: atlasEntry
vocab-claim dimension: mapStatus
vocab-evidence state: editorial_only
vocab-evidence note: “Foundational” is the map's editorial ranking; the article confirms the development separately, not that ranking.
vocab-raw record present: true

assessment-node:cnn89:development
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: LeNet CNNs
vocab-subject type: atlasEntry
vocab-claim dimension: development
vocab-evidence state: confirmed
vocab-confidence: high
vocab-evidence note: Exact article.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-node:cnn89:mapStatus
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: LeNet CNNs
vocab-subject type: atlasEntry
vocab-claim dimension: mapStatus
vocab-evidence state: editorial_only
vocab-evidence note: “Foundational” is the map's editorial ranking; the article confirms the development separately, not that ranking.
vocab-raw record present: true

assessment-node:rnn:development
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: Recurrent networks
vocab-subject type: atlasEntry
vocab-claim dimension: development
vocab-evidence state: confirmed
vocab-confidence: high
vocab-evidence note: Exact article.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-node:rnn:mapStatus
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: Recurrent networks
vocab-subject type: atlasEntry
vocab-claim dimension: mapStatus
vocab-evidence state: editorial_only
vocab-evidence note: “Foundational” is the map's editorial ranking; the article confirms the development separately, not that ranking.
vocab-raw record present: true

assessment-node:vanishing:development
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: Vanishing-gradient diagnosis
vocab-subject type: atlasEntry
vocab-claim dimension: development
vocab-evidence state: confirmed
vocab-confidence: high
vocab-evidence note: Exact article.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-node:vanishing:mapStatus
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: Vanishing-gradient diagnosis
vocab-subject type: atlasEntry
vocab-claim dimension: mapStatus
vocab-evidence state: editorial_only
vocab-evidence note: “Foundational” is the map's editorial ranking; the article confirms the development separately, not that ranking.
vocab-raw record present: true

assessment-node:lstm:development
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: LSTM
vocab-subject type: atlasEntry
vocab-claim dimension: development
vocab-evidence state: confirmed
vocab-confidence: high
vocab-evidence note: Exact article; avoids the LSTM disambiguation page.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-node:lstm:mapStatus
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: LSTM
vocab-subject type: atlasEntry
vocab-claim dimension: mapStatus
vocab-evidence state: editorial_only
vocab-evidence note: “Foundational” is the map's editorial ranking; the article confirms the development separately, not that ranking.
vocab-raw record present: true

assessment-node:dbn:development
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: Deep belief nets & pretraining
vocab-subject type: atlasEntry
vocab-claim dimension: development
vocab-evidence state: confirmed
vocab-confidence: high
vocab-evidence note: Exact article.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-node:dbn:mapStatus
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: Deep belief nets & pretraining
vocab-subject type: atlasEntry
vocab-claim dimension: mapStatus
vocab-evidence state: editorial_only
vocab-evidence note: The Deep belief network page describes the architecture and training method but does not explicitly document its ending, failure, or supersession.
vocab-raw record present: true

assessment-node:autoencoders:development
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: Autoencoders
vocab-subject type: atlasEntry
vocab-claim dimension: development
vocab-evidence state: confirmed
vocab-confidence: high
vocab-evidence note: Exact article.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-node:autoencoders:mapStatus
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: Autoencoders
vocab-subject type: atlasEntry
vocab-claim dimension: mapStatus
vocab-evidence state: editorial_only
vocab-evidence note: “Foundational” is the map's editorial ranking; the article confirms the development separately, not that ranking.
vocab-raw record present: true

assessment-node:attention:development
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: Attention mechanism
vocab-subject type: atlasEntry
vocab-claim dimension: development
vocab-evidence state: confirmed
vocab-confidence: high
vocab-evidence note: Exact article.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-node:attention:mapStatus
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: Attention mechanism
vocab-subject type: atlasEntry
vocab-claim dimension: mapStatus
vocab-evidence state: editorial_only
vocab-evidence note: “Foundational” is the map's editorial ranking; the article confirms the development separately, not that ranking.
vocab-raw record present: true

assessment-node:ntm:development
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: Neural Turing Machines / DNC
vocab-subject type: atlasEntry
vocab-claim dimension: development
vocab-evidence state: confirmed
vocab-confidence: high
vocab-evidence note: Exact article and it identifies DNC as an outgrowth.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-node:ntm:mapStatus
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: Neural Turing Machines / DNC
vocab-subject type: atlasEntry
vocab-claim dimension: mapStatus
vocab-evidence state: editorial_only
vocab-evidence note: The page defines Neural Turing Machines but does not explicitly characterize the approach as abandoned, ended, or superseded.
vocab-raw record present: true

assessment-node:resnet:development
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: ResNet — residual connections
vocab-subject type: atlasEntry
vocab-claim dimension: development
vocab-evidence state: confirmed
vocab-confidence: high
vocab-evidence note: Exact article; avoids the ResNet disambiguation page.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-node:resnet:mapStatus
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: ResNet — residual connections
vocab-subject type: atlasEntry
vocab-claim dimension: mapStatus
vocab-evidence state: editorial_only
vocab-evidence note: “Foundational” is the map's editorial ranking; the article confirms the development separately, not that ranking.
vocab-raw record present: true

assessment-node:hypernet:development
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: Hypernetworks & fast weights
vocab-subject type: atlasEntry
vocab-claim dimension: development
vocab-evidence state: not_found
vocab-confidence: low
vocab-evidence note: No dedicated machine-learning hypernetwork article; current search hits are sections in other topics or collisions. No direct article was recorded; this absence is not evidence against the development.
vocab-raw record present: true

assessment-node:hypernet:mapStatus
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: Hypernetworks & fast weights
vocab-subject type: atlasEntry
vocab-claim dimension: mapStatus
vocab-evidence state: editorial_only
vocab-evidence note: “Dormant” is an editorial assessment; no encyclopedic fate finding is inferred from article or link presence.
vocab-raw record present: true

assessment-node:transformer:development
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: Transformer
vocab-subject type: atlasEntry
vocab-claim dimension: development
vocab-evidence state: confirmed
vocab-confidence: high
vocab-evidence note: Exact article; avoids unrelated Transformer pages.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-node:transformer:mapStatus
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: Transformer
vocab-subject type: atlasEntry
vocab-claim dimension: mapStatus
vocab-evidence state: editorial_only
vocab-evidence note: “Foundational” is the map's editorial ranking; the article confirms the development separately, not that ranking.
vocab-raw record present: true

assessment-node:gnn:development
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: Graph neural networks
vocab-subject type: atlasEntry
vocab-claim dimension: development
vocab-evidence state: confirmed
vocab-confidence: high
vocab-evidence note: Exact article.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-node:gnn:mapStatus
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: Graph neural networks
vocab-subject type: atlasEntry
vocab-claim dimension: mapStatus
vocab-evidence state: editorial_only
vocab-evidence note: “Active” is an editorial assessment of current activity, not a conclusion established by this Wikipedia mapping.
vocab-raw record present: true

assessment-node:capsules:development
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: Capsule networks
vocab-subject type: atlasEntry
vocab-claim dimension: development
vocab-evidence state: confirmed
vocab-confidence: high
vocab-evidence note: Exact article; avoids the Capsule disambiguation page.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-node:capsules:mapStatus
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: Capsule networks
vocab-subject type: atlasEntry
vocab-claim dimension: mapStatus
vocab-evidence state: editorial_only
vocab-evidence note: The Capsule neural network page describes an ongoing architecture and research variants without an explicit ending, failure, or supersession statement.
vocab-raw record present: true

assessment-node:neuralode:development
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: Neural ODEs
vocab-subject type: atlasEntry
vocab-claim dimension: development
vocab-evidence state: confirmed
vocab-confidence: high
vocab-evidence note: Exact article covering neural ODEs.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-node:neuralode:mapStatus
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: Neural ODEs
vocab-subject type: atlasEntry
vocab-claim dimension: mapStatus
vocab-evidence state: editorial_only
vocab-evidence note: “Active” is an editorial assessment of current activity, not a conclusion established by this Wikipedia mapping.
vocab-raw record present: true

assessment-node:moe:development
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: Mixture-of-Experts
vocab-subject type: atlasEntry
vocab-claim dimension: development
vocab-evidence state: confirmed
vocab-confidence: high
vocab-evidence note: Exact article.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-node:moe:mapStatus
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: Mixture-of-Experts
vocab-subject type: atlasEntry
vocab-claim dimension: mapStatus
vocab-evidence state: editorial_only
vocab-evidence note: “Active” is an editorial assessment of current activity, not a conclusion established by this Wikipedia mapping.
vocab-raw record present: true

assessment-node:linattn:development
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: Linear-attention wave
vocab-subject type: atlasEntry
vocab-claim dimension: development
vocab-evidence state: partial
vocab-confidence: medium
vocab-evidence note: Its transformer history directly discusses linear attention and fast-weight equivalence; no dedicated current page.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-node:linattn:mapStatus
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: Linear-attention wave
vocab-subject type: atlasEntry
vocab-claim dimension: mapStatus
vocab-evidence state: editorial_only
vocab-evidence note: “Dormant” is an editorial assessment; no encyclopedic fate finding is inferred from article or link presence.
vocab-raw record present: true

assessment-node:ssm:development
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: State-space models (S4→Mamba)
vocab-subject type: atlasEntry
vocab-claim dimension: development
vocab-evidence state: partial
vocab-confidence: medium
vocab-evidence note: Directly covers Mamba and its S4 ancestry; the node bundles the broader S4-to-Mamba lineage.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-node:ssm:mapStatus
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: State-space models (S4→Mamba)
vocab-subject type: atlasEntry
vocab-claim dimension: mapStatus
vocab-evidence state: editorial_only
vocab-evidence note: “Active” is an editorial assessment of current activity, not a conclusion established by this Wikipedia mapping.
vocab-raw record present: true

assessment-node:titans:development
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: Test-time memory (Titans)
vocab-subject type: atlasEntry
vocab-claim dimension: development
vocab-evidence state: not_found
vocab-confidence: low
vocab-evidence note: No current English Wikipedia article directly or clearly contextually covers Titans test-time memory. No direct article was recorded; this absence is not evidence against the development.
vocab-raw record present: true

assessment-node:titans:mapStatus
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: Test-time memory (Titans)
vocab-subject type: atlasEntry
vocab-claim dimension: mapStatus
vocab-evidence state: editorial_only
vocab-evidence note: “Hot frontier” is a time-sensitive editorial assessment, not a conclusion established by this Wikipedia mapping.
vocab-raw record present: true

assessment-node:gap energyllm:development
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: Energy-based LMs at scale
vocab-subject type: atlasEntry
vocab-claim dimension: development
vocab-evidence state: hypothesis
vocab-evidence note: This is a map hypothesis; Wikipedia absence does not establish that the proposed gap is novel.
vocab-raw record present: true

assessment-node:gap energyllm:mapStatus
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: Energy-based LMs at scale
vocab-subject type: atlasEntry
vocab-claim dimension: mapStatus
vocab-evidence state: hypothesis
vocab-evidence note: This is explicitly a proposed gap; Wikipedia absence is not evidence that the proposal is novel.
vocab-raw record present: true

assessment-node:sgd:development
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: Stochastic gradient descent
vocab-subject type: atlasEntry
vocab-claim dimension: development
vocab-evidence state: confirmed
vocab-confidence: high
vocab-evidence note: Exact optimization-method article.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-node:sgd:mapStatus
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: Stochastic gradient descent
vocab-subject type: atlasEntry
vocab-claim dimension: mapStatus
vocab-evidence state: editorial_only
vocab-evidence note: “Foundational” is the map's editorial ranking; the article confirms the development separately, not that ranking.
vocab-raw record present: true

assessment-node:catforget:development
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: Catastrophic forgetting identified
vocab-subject type: atlasEntry
vocab-claim dimension: development
vocab-evidence state: confirmed
vocab-confidence: high
vocab-evidence note: Exact phenomenon article; Wikipedia uses catastrophic interference as the canonical title for catastrophic forgetting.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-node:catforget:mapStatus
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: Catastrophic forgetting identified
vocab-subject type: atlasEntry
vocab-claim dimension: mapStatus
vocab-evidence state: editorial_only
vocab-evidence note: “Foundational” is the map's editorial ranking; the article confirms the development separately, not that ranking.
vocab-raw record present: true

assessment-node:relu:development
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: ReLU, dropout & practical depth
vocab-subject type: atlasEntry
vocab-claim dimension: development
vocab-evidence state: partial
vocab-confidence: medium
vocab-evidence note: Direct for ReLU, but the node also combines dropout and the broader practical-depth transition.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-node:relu:mapStatus
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: ReLU, dropout & practical depth
vocab-subject type: atlasEntry
vocab-claim dimension: mapStatus
vocab-evidence state: editorial_only
vocab-evidence note: “Foundational” is the map's editorial ranking; the article confirms the development separately, not that ranking.
vocab-raw record present: true

assessment-node:adam:development
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: Adam → AdamW
vocab-subject type: atlasEntry
vocab-claim dimension: development
vocab-evidence state: partial
vocab-confidence: medium
vocab-evidence note: The article covers Adam within stochastic gradient descent; AdamW’s decoupled-weight-decay extension is supported by the attached primary paper.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-node:adam:mapStatus
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: Adam → AdamW
vocab-subject type: atlasEntry
vocab-claim dimension: mapStatus
vocab-evidence state: editorial_only
vocab-evidence note: “Foundational” is the map's editorial ranking; the article confirms the development separately, not that ranking.
vocab-raw record present: true

assessment-node:batchnorm:development
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: Batch normalization
vocab-subject type: atlasEntry
vocab-claim dimension: development
vocab-evidence state: partial
vocab-confidence: medium
vocab-evidence note: Direct for BatchNorm but only contextual for the node's BatchNorm-to-LayerNorm normalization era.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-node:batchnorm:mapStatus
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: Batch normalization
vocab-subject type: atlasEntry
vocab-claim dimension: mapStatus
vocab-evidence state: editorial_only
vocab-evidence note: “Foundational” is the map's editorial ranking; the article confirms the development separately, not that ranking.
vocab-raw record present: true

assessment-node:layernorm:development
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: Layer normalization
vocab-subject type: atlasEntry
vocab-claim dimension: development
vocab-evidence state: confirmed
vocab-confidence: high
vocab-evidence note: The article's layer-normalization section directly covers the development; the former exact title redirects here.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-node:layernorm:mapStatus
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: Layer normalization
vocab-subject type: atlasEntry
vocab-claim dimension: mapStatus
vocab-evidence state: editorial_only
vocab-evidence note: “Foundational” is the map's editorial ranking; the article confirms the development separately, not that ranking.
vocab-raw record present: true

assessment-node:distillation:development
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: Knowledge distillation
vocab-subject type: atlasEntry
vocab-claim dimension: development
vocab-evidence state: confirmed
vocab-confidence: high
vocab-evidence note: Exact technique article.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-node:distillation:mapStatus
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: Knowledge distillation
vocab-subject type: atlasEntry
vocab-claim dimension: mapStatus
vocab-evidence state: editorial_only
vocab-evidence note: “Active” is an editorial assessment of current activity, not a conclusion established by this Wikipedia mapping.
vocab-raw record present: true

assessment-node:transfer:development
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: Transfer learning era
vocab-subject type: atlasEntry
vocab-claim dimension: development
vocab-evidence state: confirmed
vocab-confidence: high
vocab-evidence note: Exact field article for the pretrain-and-fine-tune development.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-node:transfer:mapStatus
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: Transfer learning era
vocab-subject type: atlasEntry
vocab-claim dimension: mapStatus
vocab-evidence state: editorial_only
vocab-evidence note: “Foundational” is the map's editorial ranking; the article confirms the development separately, not that ranking.
vocab-raw record present: true

assessment-node:selfsup:development
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: Self-supervised learning
vocab-subject type: atlasEntry
vocab-claim dimension: development
vocab-evidence state: confirmed
vocab-confidence: high
vocab-evidence note: Exact learning-paradigm article.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-node:selfsup:mapStatus
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: Self-supervised learning
vocab-subject type: atlasEntry
vocab-claim dimension: mapStatus
vocab-evidence state: editorial_only
vocab-evidence note: “Foundational” is the map's editorial ranking; the article confirms the development separately, not that ranking.
vocab-raw record present: true

assessment-node:bitterlesson:development
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: The Bitter Lesson
vocab-subject type: atlasEntry
vocab-claim dimension: development
vocab-evidence state: confirmed
vocab-confidence: high
vocab-evidence note: Exact article for Sutton's 2019 essay and principle.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-node:bitterlesson:mapStatus
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: The Bitter Lesson
vocab-subject type: atlasEntry
vocab-claim dimension: mapStatus
vocab-evidence state: editorial_only
vocab-evidence note: “Foundational” is the map's editorial ranking; the article confirms the development separately, not that ranking.
vocab-raw record present: true

assessment-node:scalinglaws:development
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: Scaling laws → Chinchilla
vocab-subject type: atlasEntry
vocab-claim dimension: development
vocab-evidence state: confirmed
vocab-confidence: high
vocab-evidence note: Direct umbrella article for neural scaling laws, including compute, data, and inference scaling.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-node:scalinglaws:mapStatus
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: Scaling laws → Chinchilla
vocab-subject type: atlasEntry
vocab-claim dimension: mapStatus
vocab-evidence state: editorial_only
vocab-evidence note: “Foundational” is the map's editorial ranking; the article confirms the development separately, not that ranking.
vocab-raw record present: true

assessment-node:lora:development
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: LoRA & parameter-efficient tuning
vocab-subject type: atlasEntry
vocab-claim dimension: development
vocab-evidence state: confirmed
vocab-confidence: high
vocab-evidence note: Exact Low-Rank Adaptation technique article.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-node:lora:mapStatus
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: LoRA & parameter-efficient tuning
vocab-subject type: atlasEntry
vocab-claim dimension: mapStatus
vocab-evidence state: editorial_only
vocab-evidence note: “Foundational” is the map's editorial ranking; the article confirms the development separately, not that ranking.
vocab-raw record present: true

assessment-node:quant:development
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: Quantization & sparsity
vocab-subject type: atlasEntry
vocab-claim dimension: development
vocab-evidence state: partial
vocab-confidence: medium
vocab-evidence note: Relevant umbrella for quantization, pruning and sparsity; the repaired node now limits itself to model compression.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-node:quant:mapStatus
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: Quantization & sparsity
vocab-subject type: atlasEntry
vocab-claim dimension: mapStatus
vocab-evidence state: editorial_only
vocab-evidence note: “Active” is an editorial assessment of current activity, not a conclusion established by this Wikipedia mapping.
vocab-raw record present: true

assessment-node:flash:development
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: FlashAttention & kernel craft
vocab-subject type: atlasEntry
vocab-claim dimension: development
vocab-evidence state: partial
vocab-confidence: medium
vocab-evidence note: FlashAttention currently redirects into the transformer article; there is no standalone canonical page for the wider kernel-craft node.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-node:flash:mapStatus
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: FlashAttention & kernel craft
vocab-subject type: atlasEntry
vocab-claim dimension: mapStatus
vocab-evidence state: editorial_only
vocab-evidence note: “Foundational” is the map's editorial ranking; the article confirms the development separately, not that ranking.
vocab-raw record present: true

assessment-node:datacentric:development
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: Data curation & synthetic data
vocab-subject type: atlasEntry
vocab-claim dimension: development
vocab-evidence state: partial
vocab-confidence: medium
vocab-evidence note: Direct for the data-centric approach but broader curation and synthetic-data claims remain contextual.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-node:datacentric:mapStatus
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: Data curation & synthetic data
vocab-subject type: atlasEntry
vocab-claim dimension: mapStatus
vocab-evidence state: editorial_only
vocab-evidence note: “Active” is an editorial assessment of current activity, not a conclusion established by this Wikipedia mapping.
vocab-raw record present: true

assessment-node:testtime:development
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: Test-time compute scaling
vocab-subject type: atlasEntry
vocab-claim dimension: development
vocab-evidence state: partial
vocab-confidence: medium
vocab-evidence note: The current test-time-compute title redirects to this broader scaling-law article.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-node:testtime:mapStatus
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: Test-time compute scaling
vocab-subject type: atlasEntry
vocab-claim dimension: mapStatus
vocab-evidence state: editorial_only
vocab-evidence note: “Hot frontier” is a time-sensitive editorial assessment, not a conclusion established by this Wikipedia mapping.
vocab-raw record present: true

assessment-node:grpo:development
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: Efficient RL recipes (GRPO, R1)
vocab-subject type: atlasEntry
vocab-claim dimension: development
vocab-evidence state: partial
vocab-confidence: medium
vocab-evidence note: The DeepSeek article covers R1 and GRPO, but it is broader than the node's efficient-RL recipe.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-node:grpo:mapStatus
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: Efficient RL recipes (GRPO, R1)
vocab-subject type: atlasEntry
vocab-claim dimension: mapStatus
vocab-evidence state: editorial_only
vocab-evidence note: “Hot frontier” is a time-sensitive editorial assessment, not a conclusion established by this Wikipedia mapping.
vocab-raw record present: true

assessment-node:continual:development
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: Continual learning push
vocab-subject type: atlasEntry
vocab-claim dimension: development
vocab-evidence state: confirmed
vocab-confidence: high
vocab-evidence note: Continual learning currently redirects to this canonical synonymous field article.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-node:continual:mapStatus
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: Continual learning push
vocab-subject type: atlasEntry
vocab-claim dimension: mapStatus
vocab-evidence state: editorial_only
vocab-evidence note: “Hot frontier” is a time-sensitive editorial assessment, not a conclusion established by this Wikipedia mapping.
vocab-raw record present: true

assessment-node:dp:development
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: Differential privacy in ML
vocab-subject type: atlasEntry
vocab-claim dimension: development
vocab-evidence state: partial
vocab-confidence: medium
vocab-evidence note: Exact privacy formalism, but broader than its machine-learning deployment summarized by the node.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-node:dp:mapStatus
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: Differential privacy in ML
vocab-subject type: atlasEntry
vocab-claim dimension: mapStatus
vocab-evidence state: editorial_only
vocab-evidence note: “Active” is an editorial assessment of current activity, not a conclusion established by this Wikipedia mapping.
vocab-raw record present: true

assessment-node:federated:development
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: Federated learning
vocab-subject type: atlasEntry
vocab-claim dimension: development
vocab-evidence state: confirmed
vocab-confidence: high
vocab-evidence note: Exact learning-paradigm article.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-node:federated:mapStatus
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: Federated learning
vocab-subject type: atlasEntry
vocab-claim dimension: mapStatus
vocab-evidence state: editorial_only
vocab-evidence note: “Active” is an editorial assessment of current activity, not a conclusion established by this Wikipedia mapping.
vocab-raw record present: true

assessment-node:dltheory:development
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: Deep learning theory (NTK, double descent)
vocab-subject type: atlasEntry
vocab-claim dimension: development
vocab-evidence state: partial
vocab-confidence: medium
vocab-evidence note: Direct for NTK, one strand of a node that also combines double descent and lottery-ticket theory.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-node:dltheory:mapStatus
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: Deep learning theory (NTK, double descent)
vocab-subject type: atlasEntry
vocab-claim dimension: mapStatus
vocab-evidence state: editorial_only
vocab-evidence note: “Active” is an editorial assessment of current activity, not a conclusion established by this Wikipedia mapping.
vocab-raw record present: true

assessment-node:gap memory:development
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: Sleep & memory consolidation
vocab-subject type: atlasEntry
vocab-claim dimension: development
vocab-evidence state: hypothesis
vocab-evidence note: This is a map hypothesis; Wikipedia absence does not establish that the proposed gap is novel.
vocab-raw record present: true

assessment-node:gap memory:mapStatus
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: Sleep & memory consolidation
vocab-subject type: atlasEntry
vocab-claim dimension: mapStatus
vocab-evidence state: hypothesis
vocab-evidence note: This is explicitly a proposed gap; Wikipedia absence is not evidence that the proposal is novel.
vocab-raw record present: true

assessment-node:mtgeorgetown:development
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: Georgetown MT demo → ALPAC
vocab-subject type: atlasEntry
vocab-claim dimension: development
vocab-evidence state: partial
vocab-confidence: medium
vocab-evidence note: Direct for the 1954 demo and useful context for ALPAC, but the node combines the whole boom-bust trajectory.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-node:mtgeorgetown:mapStatus
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: Georgetown MT demo → ALPAC
vocab-subject type: atlasEntry
vocab-claim dimension: mapStatus
vocab-evidence state: partial
vocab-confidence: medium
vocab-evidence note: The page explicitly says expectations were not fulfilled and funding was dramatically reduced after ALPAC, but it does not call the demonstration itself superseded.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-node:chomsky:development
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: Generative grammar
vocab-subject type: atlasEntry
vocab-claim dimension: development
vocab-evidence state: confirmed
vocab-confidence: high
vocab-evidence note: Exact linguistic framework article.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-node:chomsky:mapStatus
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: Generative grammar
vocab-subject type: atlasEntry
vocab-claim dimension: mapStatus
vocab-evidence state: editorial_only
vocab-evidence note: “Foundational” is the map's editorial ranking; the article confirms the development separately, not that ranking.
vocab-raw record present: true

assessment-node:eliza:development
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: ELIZA
vocab-subject type: atlasEntry
vocab-claim dimension: development
vocab-evidence state: confirmed
vocab-confidence: high
vocab-evidence note: Exact system article.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-node:eliza:mapStatus
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: ELIZA
vocab-subject type: atlasEntry
vocab-claim dimension: mapStatus
vocab-evidence state: editorial_only
vocab-evidence note: “Foundational” is the map's editorial ranking; the article confirms the development separately, not that ranking.
vocab-raw record present: true

assessment-node:conceptualdep:development
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: Scripts & conceptual dependency
vocab-subject type: atlasEntry
vocab-claim dimension: development
vocab-evidence state: partial
vocab-confidence: medium
vocab-evidence note: Direct for conceptual dependency but only contextual for the node's combined scripts-and-story-understanding program.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-node:conceptualdep:mapStatus
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: Scripts & conceptual dependency
vocab-subject type: atlasEntry
vocab-claim dimension: mapStatus
vocab-evidence state: editorial_only
vocab-evidence note: “Dormant” is an editorial assessment; no encyclopedic fate finding is inferred from article or link presence.
vocab-raw record present: true

assessment-node:hmmspeech:development
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: HMM speech recognition
vocab-subject type: atlasEntry
vocab-claim dimension: development
vocab-evidence state: partial
vocab-confidence: medium
vocab-evidence note: Exact model family, used contextually for its long speech-recognition era.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-node:hmmspeech:mapStatus
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: HMM speech recognition
vocab-subject type: atlasEntry
vocab-claim dimension: mapStatus
vocab-evidence state: editorial_only
vocab-evidence note: The assigned Hidden Markov model page still lists speech recognition among current applications and does not document the speech-recognition lineage as ended or superseded.
vocab-raw record present: true

assessment-node:ngram:development
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: n-gram language models
vocab-subject type: atlasEntry
vocab-claim dimension: development
vocab-evidence state: confirmed
vocab-confidence: high
vocab-evidence note: Exact specialized article for word n-gram language modeling.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-node:ngram:mapStatus
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: n-gram language models
vocab-subject type: atlasEntry
vocab-claim dimension: mapStatus
vocab-evidence state: confirmed
vocab-confidence: high
vocab-evidence note: The Word n-gram language model page explicitly says word n-gram models were largely superseded first by recurrent neural models and then by Transformer-based models.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-node:ir:development
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: Vector-space information retrieval
vocab-subject type: atlasEntry
vocab-claim dimension: development
vocab-evidence state: confirmed
vocab-confidence: high
vocab-evidence note: Direct article for the vector-space information-retrieval development.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-node:ir:mapStatus
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: Vector-space information retrieval
vocab-subject type: atlasEntry
vocab-claim dimension: mapStatus
vocab-evidence state: editorial_only
vocab-evidence note: “Foundational” is the map's editorial ranking; the article confirms the development separately, not that ranking.
vocab-raw record present: true

assessment-node:treebank:development
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: Penn Treebank & statistical NLP
vocab-subject type: atlasEntry
vocab-claim dimension: development
vocab-evidence state: partial
vocab-confidence: medium
vocab-evidence note: Penn Treebank currently redirects to this broader treebank article.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-node:treebank:mapStatus
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: Penn Treebank & statistical NLP
vocab-subject type: atlasEntry
vocab-claim dimension: mapStatus
vocab-evidence state: editorial_only
vocab-evidence note: “Foundational” is the map's editorial ranking; the article confirms the development separately, not that ranking.
vocab-raw record present: true

assessment-node:smt:development
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: Statistical machine translation
vocab-subject type: atlasEntry
vocab-claim dimension: development
vocab-evidence state: confirmed
vocab-confidence: high
vocab-evidence note: Exact machine-translation paradigm article.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-node:smt:mapStatus
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: Statistical machine translation
vocab-subject type: atlasEntry
vocab-claim dimension: mapStatus
vocab-evidence state: partial
vocab-confidence: medium
vocab-evidence note: The Statistical machine translation page documents the transition of major services to neural machine translation and describes SMT as dominant before NMT, but stops short of declaring the whole method ended.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-node:wordnet:development
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: WordNet & lexical resources
vocab-subject type: atlasEntry
vocab-claim dimension: development
vocab-evidence state: partial
vocab-confidence: medium
vocab-evidence note: Exact for WordNet, used contextually for the node's broader hand-built lexical-resource era.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-node:wordnet:mapStatus
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: WordNet & lexical resources
vocab-subject type: atlasEntry
vocab-claim dimension: mapStatus
vocab-evidence state: editorial_only
vocab-evidence note: “Dormant” is an editorial assessment; no encyclopedic fate finding is inferred from article or link presence.
vocab-raw record present: true

assessment-node:bengio03:development
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: Neural language model
vocab-subject type: atlasEntry
vocab-claim dimension: development
vocab-evidence state: partial
vocab-confidence: medium
vocab-evidence note: Broad field article; no standalone article isolates Bengio's 2003 neural-language-model paper.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-node:bengio03:mapStatus
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: Neural language model
vocab-subject type: atlasEntry
vocab-claim dimension: mapStatus
vocab-evidence state: editorial_only
vocab-evidence note: “Foundational” is the map's editorial ranking; the article confirms the development separately, not that ranking.
vocab-raw record present: true

assessment-node:watson:development
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: IBM Watson
vocab-subject type: atlasEntry
vocab-claim dimension: development
vocab-evidence state: confirmed
vocab-confidence: high
vocab-evidence note: Exact system article.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-node:watson:mapStatus
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: IBM Watson
vocab-subject type: atlasEntry
vocab-claim dimension: mapStatus
vocab-evidence state: partial
vocab-confidence: medium
vocab-evidence note: The page explicitly describes Watson's decline, mostly discontinued applications, the Watson Health sale, and IBM's shift to the distinct WatsonX initiative, though Watson did not wholly end.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-node:dlspeech:development
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: Deep speech recognition
vocab-subject type: atlasEntry
vocab-claim dimension: development
vocab-evidence state: partial
vocab-confidence: medium
vocab-evidence note: Broad field article used for the deep-neural transition in speech recognition.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-node:dlspeech:mapStatus
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: Deep speech recognition
vocab-subject type: atlasEntry
vocab-claim dimension: mapStatus
vocab-evidence state: editorial_only
vocab-evidence note: “Foundational” is the map's editorial ranking; the article confirms the development separately, not that ranking.
vocab-raw record present: true

assessment-node:word2vec:development
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: word2vec / GloVe
vocab-subject type: atlasEntry
vocab-claim dimension: development
vocab-evidence state: partial
vocab-confidence: medium
vocab-evidence note: Direct for word2vec, but the node also combines GloVe and the wider static-embedding era.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-node:word2vec:mapStatus
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: word2vec / GloVe
vocab-subject type: atlasEntry
vocab-claim dimension: mapStatus
vocab-evidence state: editorial_only
vocab-evidence note: The Word2vec page describes the model, uses, and limitations but does not explicitly state that word2vec, GloVe, or static embeddings ended or were superseded.
vocab-raw record present: true

assessment-node:seq2seq:development
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: seq2seq encoder–decoder
vocab-subject type: atlasEntry
vocab-claim dimension: development
vocab-evidence state: confirmed
vocab-confidence: high
vocab-evidence note: Exact architecture article.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-node:seq2seq:mapStatus
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: seq2seq encoder–decoder
vocab-subject type: atlasEntry
vocab-claim dimension: mapStatus
vocab-evidence state: editorial_only
vocab-evidence note: “Foundational” is the map's editorial ranking; the article confirms the development separately, not that ranking.
vocab-raw record present: true

assessment-node:nmt:development
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: Neural MT deployed (GNMT)
vocab-subject type: atlasEntry
vocab-claim dimension: development
vocab-evidence state: confirmed
vocab-confidence: high
vocab-evidence note: Exact deployed GNMT system article.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-node:nmt:mapStatus
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: Neural MT deployed (GNMT)
vocab-subject type: atlasEntry
vocab-claim dimension: mapStatus
vocab-evidence state: editorial_only
vocab-evidence note: “Foundational” is the map's editorial ranking; the article confirms the development separately, not that ranking.
vocab-raw record present: true

assessment-node:bert:development
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: BERT & pretrain–finetune
vocab-subject type: atlasEntry
vocab-claim dimension: development
vocab-evidence state: confirmed
vocab-confidence: high
vocab-evidence note: Exact model article.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-node:bert:mapStatus
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: BERT & pretrain–finetune
vocab-subject type: atlasEntry
vocab-claim dimension: mapStatus
vocab-evidence state: editorial_only
vocab-evidence note: “Foundational” is the map's editorial ranking; the article confirms the development separately, not that ranking.
vocab-raw record present: true

assessment-node:gpt2:development
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: GPT-2 — generation scales
vocab-subject type: atlasEntry
vocab-claim dimension: development
vocab-evidence state: confirmed
vocab-confidence: high
vocab-evidence note: Exact model article.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-node:gpt2:mapStatus
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: GPT-2 — generation scales
vocab-subject type: atlasEntry
vocab-claim dimension: mapStatus
vocab-evidence state: editorial_only
vocab-evidence note: “Foundational” is the map's editorial ranking; the article confirms the development separately, not that ranking.
vocab-raw record present: true

assessment-node:gpt3:development
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: GPT-3 & in-context learning
vocab-subject type: atlasEntry
vocab-claim dimension: development
vocab-evidence state: confirmed
vocab-confidence: high
vocab-evidence note: Exact model article covering the in-context-learning milestone.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-node:gpt3:mapStatus
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: GPT-3 & in-context learning
vocab-subject type: atlasEntry
vocab-claim dimension: mapStatus
vocab-evidence state: editorial_only
vocab-evidence note: “Foundational” is the map's editorial ranking; the article confirms the development separately, not that ranking.
vocab-raw record present: true

assessment-node:codegen:development
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: Code generation (Codex→Copilot)
vocab-subject type: atlasEntry
vocab-claim dimension: development
vocab-evidence state: partial
vocab-confidence: medium
vocab-evidence note: Direct for the deployed Copilot product but contextual for the wider Codex-to-agentic-code-generation arc.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-node:codegen:mapStatus
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: Code generation (Codex→Copilot)
vocab-subject type: atlasEntry
vocab-claim dimension: mapStatus
vocab-evidence state: editorial_only
vocab-evidence note: “Hot frontier” is a time-sensitive editorial assessment, not a conclusion established by this Wikipedia mapping.
vocab-raw record present: true

assessment-node:cot:development
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: Chain-of-thought prompting
vocab-subject type: atlasEntry
vocab-claim dimension: development
vocab-evidence state: partial
vocab-confidence: medium
vocab-evidence note: Chain-of-thought prompting currently redirects to this broader prompting article.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-node:cot:mapStatus
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: Chain-of-thought prompting
vocab-subject type: atlasEntry
vocab-claim dimension: mapStatus
vocab-evidence state: editorial_only
vocab-evidence note: “Foundational” is the map's editorial ranking; the article confirms the development separately, not that ranking.
vocab-raw record present: true

assessment-node:instruct:development
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: InstructGPT — RLHF assistants
vocab-subject type: atlasEntry
vocab-claim dimension: development
vocab-evidence state: partial
vocab-confidence: medium
vocab-evidence note: Direct for the core alignment method but broader than the specific InstructGPT recipe and release.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-node:instruct:mapStatus
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: InstructGPT — RLHF assistants
vocab-subject type: atlasEntry
vocab-claim dimension: mapStatus
vocab-evidence state: editorial_only
vocab-evidence note: “Foundational” is the map's editorial ranking; the article confirms the development separately, not that ranking.
vocab-raw record present: true

assessment-node:chatgpt:development
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: ChatGPT moment
vocab-subject type: atlasEntry
vocab-claim dimension: development
vocab-evidence state: confirmed
vocab-confidence: high
vocab-evidence note: Exact product and launch article.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-node:chatgpt:mapStatus
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: ChatGPT moment
vocab-subject type: atlasEntry
vocab-claim dimension: mapStatus
vocab-evidence state: editorial_only
vocab-evidence note: “Foundational” is the map's editorial ranking; the article confirms the development separately, not that ranking.
vocab-raw record present: true

assessment-node:promptengineering:development
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: Standalone prompt-engineer fad
vocab-subject type: atlasEntry
vocab-claim dimension: development
vocab-evidence state: confirmed
vocab-confidence: high
vocab-evidence note: Exact practice article; it does not independently verify the map's fad or dead-end judgment.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-node:promptengineering:mapStatus
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: Standalone prompt-engineer fad
vocab-subject type: atlasEntry
vocab-claim dimension: mapStatus
vocab-evidence state: confirmed
vocab-confidence: high
vocab-evidence note: The Prompt engineering page explicitly says the dedicated prompt-engineer title lost traction and became obsolete, while prompt engineering itself remains active within broader practice, matching this node's narrowed job-title framing.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-node:contexteng:development
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: Context engineering
vocab-subject type: atlasEntry
vocab-claim dimension: development
vocab-evidence state: partial
vocab-confidence: medium
vocab-evidence note: No standalone English Wikipedia article existed at audit time; the prompt-engineering article discusses context engineering as the broader production practice.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-node:contexteng:mapStatus
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: Context engineering
vocab-subject type: atlasEntry
vocab-claim dimension: mapStatus
vocab-evidence state: editorial_only
vocab-evidence note: “Hot frontier” is a time-sensitive editorial assessment, not a conclusion established by this Wikipedia mapping.
vocab-raw record present: true

assessment-node:gpt4:development
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: GPT-4-class multimodal LLMs
vocab-subject type: atlasEntry
vocab-claim dimension: development
vocab-evidence state: partial
vocab-confidence: medium
vocab-evidence note: Direct for GPT-4 but contextual for the node's broader class of multimodal frontier models.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-node:gpt4:mapStatus
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: GPT-4-class multimodal LLMs
vocab-subject type: atlasEntry
vocab-claim dimension: mapStatus
vocab-evidence state: editorial_only
vocab-evidence note: “Foundational” is the map's editorial ranking; the article confirms the development separately, not that ranking.
vocab-raw record present: true

assessment-node:openweights:development
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: Open-weight ecosystem
vocab-subject type: atlasEntry
vocab-claim dimension: development
vocab-evidence state: partial
vocab-confidence: medium
vocab-evidence note: Relevant ecosystem article; open weights and open source are not identical categories.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-node:openweights:mapStatus
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: Open-weight ecosystem
vocab-subject type: atlasEntry
vocab-claim dimension: mapStatus
vocab-evidence state: editorial_only
vocab-evidence note: “Hot frontier” is a time-sensitive editorial assessment, not a conclusion established by this Wikipedia mapping.
vocab-raw record present: true

assessment-node:rag:development
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: Retrieval-augmented generation
vocab-subject type: atlasEntry
vocab-claim dimension: development
vocab-evidence state: confirmed
vocab-confidence: high
vocab-evidence note: Exact technique article.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-node:rag:mapStatus
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: Retrieval-augmented generation
vocab-subject type: atlasEntry
vocab-claim dimension: mapStatus
vocab-evidence state: editorial_only
vocab-evidence note: “Active” is an editorial assessment of current activity, not a conclusion established by this Wikipedia mapping.
vocab-raw record present: true

assessment-node:longctx:development
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: Long context (100K→1M+)
vocab-subject type: atlasEntry
vocab-claim dimension: development
vocab-evidence state: confirmed
vocab-confidence: high
vocab-evidence note: Exact LLM context-window concept article.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-node:longctx:mapStatus
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: Long context (100K→1M+)
vocab-subject type: atlasEntry
vocab-claim dimension: mapStatus
vocab-evidence state: editorial_only
vocab-evidence note: “Active” is an editorial assessment of current activity, not a conclusion established by this Wikipedia mapping.
vocab-raw record present: true

assessment-node:reasoning:development
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: Reasoning models (o1→o3, R1)
vocab-subject type: atlasEntry
vocab-claim dimension: development
vocab-evidence state: confirmed
vocab-confidence: high
vocab-evidence note: Exact model-class article covering o1-style and R1-style reasoning models.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-node:reasoning:mapStatus
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: Reasoning models (o1→o3, R1)
vocab-subject type: atlasEntry
vocab-claim dimension: mapStatus
vocab-evidence state: editorial_only
vocab-evidence note: “Hot frontier” is a time-sensitive editorial assessment, not a conclusion established by this Wikipedia mapping.
vocab-raw record present: true

assessment-node:diffusionllm:development
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: Diffusion language models
vocab-subject type: atlasEntry
vocab-claim dimension: development
vocab-evidence state: partial
vocab-confidence: medium
vocab-evidence note: Direct for the diffusion family but only contextual for emerging diffusion language models.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-node:diffusionllm:mapStatus
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: Diffusion language models
vocab-subject type: atlasEntry
vocab-claim dimension: mapStatus
vocab-evidence state: editorial_only
vocab-evidence note: “Active” is an editorial assessment of current activity, not a conclusion established by this Wikipedia mapping.
vocab-raw record present: true

assessment-node:frontier26:development
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: Frontier assistants (GPT-5, Gemini 3, Claude)
vocab-subject type: atlasEntry
vocab-claim dimension: development
vocab-evidence state: partial
vocab-confidence: medium
vocab-evidence note: Broad class article for a composite, fast-changing set of frontier assistants; it does not validate the status judgment.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-node:frontier26:mapStatus
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: Frontier assistants (GPT-5, Gemini 3, Claude)
vocab-subject type: atlasEntry
vocab-claim dimension: mapStatus
vocab-evidence state: editorial_only
vocab-evidence note: “Hot frontier” is a time-sensitive editorial assessment, not a conclusion established by this Wikipedia mapping.
vocab-raw record present: true

assessment-node:elmo:development
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: ELMo contextual embeddings
vocab-subject type: atlasEntry
vocab-claim dimension: development
vocab-evidence state: confirmed
vocab-confidence: high
vocab-evidence note: Direct article for the contextual language representation and its place before BERT.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-node:elmo:mapStatus
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: ELMo contextual embeddings
vocab-subject type: atlasEntry
vocab-claim dimension: mapStatus
vocab-evidence state: editorial_only
vocab-evidence note: “Foundational” is the map's editorial ranking; the article confirms the development separately, not that ranking.
vocab-raw record present: true

assessment-node:roberts63:development
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: Blocks-world vision
vocab-subject type: atlasEntry
vocab-claim dimension: development
vocab-evidence state: partial
vocab-confidence: medium
vocab-evidence note: Biography provides context for Roberts's 1963 machine-perception thesis; no standalone development article exists.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-node:roberts63:mapStatus
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: Blocks-world vision
vocab-subject type: atlasEntry
vocab-claim dimension: mapStatus
vocab-evidence state: editorial_only
vocab-evidence note: “Foundational” is the map's editorial ranking; the article confirms the development separately, not that ranking.
vocab-raw record present: true

assessment-node:marr:development
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: Marr's computational vision
vocab-subject type: atlasEntry
vocab-claim dimension: development
vocab-evidence state: partial
vocab-confidence: medium
vocab-evidence note: Biography is the closest stable page for Marr's computational-vision framework.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-node:marr:mapStatus
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: Marr's computational vision
vocab-subject type: atlasEntry
vocab-claim dimension: mapStatus
vocab-evidence state: editorial_only
vocab-evidence note: “Foundational” is the map's editorial ranking; the article confirms the development separately, not that ranking.
vocab-raw record present: true

assessment-node:sift:development
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: Hand-crafted features (SIFT, HOG)
vocab-subject type: atlasEntry
vocab-claim dimension: development
vocab-evidence state: partial
vocab-confidence: medium
vocab-evidence note: Direct for SIFT but only contextual for the node's combined SIFT-and-HOG hand-crafted-feature era.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-node:sift:mapStatus
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: Hand-crafted features (SIFT, HOG)
vocab-subject type: atlasEntry
vocab-claim dimension: mapStatus
vocab-evidence state: editorial_only
vocab-evidence note: The assigned SIFT page describes current applications and improvements and does not explicitly document the combined SIFT-and-HOG feature era as ended or superseded.
vocab-raw record present: true

assessment-node:facedetect:development
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: Viola–Jones face detection
vocab-subject type: atlasEntry
vocab-claim dimension: development
vocab-evidence state: confirmed
vocab-confidence: high
vocab-evidence note: Exact framework article for the real-time face-detection milestone.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-node:facedetect:mapStatus
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: Viola–Jones face detection
vocab-subject type: atlasEntry
vocab-claim dimension: mapStatus
vocab-evidence state: editorial_only
vocab-evidence note: “Foundational” is the map's editorial ranking; the article confirms the development separately, not that ranking.
vocab-raw record present: true

assessment-node:imagenet:development
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: ImageNet & benchmark culture
vocab-subject type: atlasEntry
vocab-claim dimension: development
vocab-evidence state: confirmed
vocab-confidence: high
vocab-evidence note: Exact dataset and challenge article.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-node:imagenet:mapStatus
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: ImageNet & benchmark culture
vocab-subject type: atlasEntry
vocab-claim dimension: mapStatus
vocab-evidence state: editorial_only
vocab-evidence note: “Foundational” is the map's editorial ranking; the article confirms the development separately, not that ranking.
vocab-raw record present: true

assessment-node:alexnet:development
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: AlexNet — the big bang
vocab-subject type: atlasEntry
vocab-claim dimension: development
vocab-evidence state: confirmed
vocab-confidence: high
vocab-evidence note: Exact architecture and ImageNet milestone article.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-node:alexnet:mapStatus
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: AlexNet — the big bang
vocab-subject type: atlasEntry
vocab-claim dimension: mapStatus
vocab-evidence state: editorial_only
vocab-evidence note: “Foundational” is the map's editorial ranking; the article confirms the development separately, not that ranking.
vocab-raw record present: true

assessment-node:detection:development
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: Detection & segmentation
vocab-subject type: atlasEntry
vocab-claim dimension: development
vocab-evidence state: partial
vocab-confidence: medium
vocab-evidence note: Direct for detection, but the node also combines segmentation and several later architecture families.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-node:detection:mapStatus
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: Detection & segmentation
vocab-subject type: atlasEntry
vocab-claim dimension: mapStatus
vocab-evidence state: editorial_only
vocab-evidence note: “Foundational” is the map's editorial ranking; the article confirms the development separately, not that ranking.
vocab-raw record present: true

assessment-node:deepface:development
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: Face recognition surpasses humans
vocab-subject type: atlasEntry
vocab-claim dimension: development
vocab-evidence state: partial
vocab-confidence: medium
vocab-evidence note: Direct for DeepFace but contextual for FaceNet, human-level accuracy, and the wider recognition milestone.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-node:deepface:mapStatus
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: Face recognition surpasses humans
vocab-subject type: atlasEntry
vocab-claim dimension: mapStatus
vocab-evidence state: editorial_only
vocab-evidence note: “Foundational” is the map's editorial ranking; the article confirms the development separately, not that ranking.
vocab-raw record present: true

assessment-node:unet:development
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: U-Net
vocab-subject type: atlasEntry
vocab-claim dimension: development
vocab-evidence state: confirmed
vocab-confidence: high
vocab-evidence note: Direct article for the architecture and its later diffusion-model use.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-node:unet:mapStatus
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: U-Net
vocab-subject type: atlasEntry
vocab-claim dimension: mapStatus
vocab-evidence state: editorial_only
vocab-evidence note: “Foundational” is the map's editorial ranking; the article confirms the development separately, not that ranking.
vocab-raw record present: true

assessment-node:vit:development
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: Vision Transformer
vocab-subject type: atlasEntry
vocab-claim dimension: development
vocab-evidence state: confirmed
vocab-confidence: high
vocab-evidence note: Exact architecture article.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-node:vit:mapStatus
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: Vision Transformer
vocab-subject type: atlasEntry
vocab-claim dimension: mapStatus
vocab-evidence state: editorial_only
vocab-evidence note: “Foundational” is the map's editorial ranking; the article confirms the development separately, not that ranking.
vocab-raw record present: true

assessment-node:clip:development
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: CLIP — language-supervised vision
vocab-subject type: atlasEntry
vocab-claim dimension: development
vocab-evidence state: confirmed
vocab-confidence: high
vocab-evidence note: Exact CLIP model article under the current canonical punctuation.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-node:clip:mapStatus
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: CLIP — language-supervised vision
vocab-subject type: atlasEntry
vocab-claim dimension: mapStatus
vocab-evidence state: editorial_only
vocab-evidence note: “Foundational” is the map's editorial ranking; the article confirms the development separately, not that ranking.
vocab-raw record present: true

assessment-node:sam:development
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: Promptable segmentation (SAM)
vocab-subject type: atlasEntry
vocab-claim dimension: development
vocab-evidence state: partial
vocab-confidence: medium
vocab-evidence note: Relevant task article; the current encyclopedia has no standalone canonical Segment Anything article.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-node:sam:mapStatus
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: Promptable segmentation (SAM)
vocab-subject type: atlasEntry
vocab-claim dimension: mapStatus
vocab-evidence state: editorial_only
vocab-evidence note: “Active” is an editorial assessment of current activity, not a conclusion established by this Wikipedia mapping.
vocab-raw record present: true

assessment-node:neural3d:development
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: Neural 3D (NeRF→Gaussian splatting)
vocab-subject type: atlasEntry
vocab-claim dimension: development
vocab-evidence state: partial
vocab-confidence: medium
vocab-evidence note: Direct for NeRF but contextual for the node's combined NeRF-to-Gaussian-splatting development.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-node:neural3d:mapStatus
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: Neural 3D (NeRF→Gaussian splatting)
vocab-subject type: atlasEntry
vocab-claim dimension: mapStatus
vocab-evidence state: editorial_only
vocab-evidence note: “Active” is an editorial assessment of current activity, not a conclusion established by this Wikipedia mapping.
vocab-raw record present: true

assessment-node:vjepa:development
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: JEPA world models (V-JEPA 2)
vocab-subject type: atlasEntry
vocab-claim dimension: development
vocab-evidence state: partial
vocab-confidence: medium
vocab-evidence note: Relevant world-model article; V-JEPA and JEPA lack a standalone canonical article.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-node:vjepa:mapStatus
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: JEPA world models (V-JEPA 2)
vocab-subject type: atlasEntry
vocab-claim dimension: mapStatus
vocab-evidence state: editorial_only
vocab-evidence note: “Hot frontier” is a time-sensitive editorial assessment, not a conclusion established by this Wikipedia mapping.
vocab-raw record present: true

assessment-node:multimodal:development
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: Native multimodal models
vocab-subject type: atlasEntry
vocab-claim dimension: development
vocab-evidence state: partial
vocab-confidence: medium
vocab-evidence note: Broad field article for models integrating multiple modalities natively.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-node:multimodal:mapStatus
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: Native multimodal models
vocab-subject type: atlasEntry
vocab-claim dimension: mapStatus
vocab-evidence state: editorial_only
vocab-evidence note: “Foundational” is the map's editorial ranking; the article confirms the development separately, not that ranking.
vocab-raw record present: true

assessment-node:vae:development
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: Variational autoencoders
vocab-subject type: atlasEntry
vocab-claim dimension: development
vocab-evidence state: confirmed
vocab-confidence: high
vocab-evidence note: Exact model-family article.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-node:vae:mapStatus
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: Variational autoencoders
vocab-subject type: atlasEntry
vocab-claim dimension: mapStatus
vocab-evidence state: editorial_only
vocab-evidence note: “Foundational” is the map's editorial ranking; the article confirms the development separately, not that ranking.
vocab-raw record present: true

assessment-node:gan:development
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: GANs
vocab-subject type: atlasEntry
vocab-claim dimension: development
vocab-evidence state: confirmed
vocab-confidence: high
vocab-evidence note: Exact model-family article.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-node:gan:mapStatus
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: GANs
vocab-subject type: atlasEntry
vocab-claim dimension: mapStatus
vocab-evidence state: editorial_only
vocab-evidence note: “Dormant” is an editorial assessment; no encyclopedic fate finding is inferred from article or link presence.
vocab-raw record present: true

assessment-node:flows:development
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: Normalizing flows
vocab-subject type: atlasEntry
vocab-claim dimension: development
vocab-evidence state: confirmed
vocab-confidence: high
vocab-evidence note: Exact canonical article for normalizing-flow generative models.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-node:flows:mapStatus
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: Normalizing flows
vocab-subject type: atlasEntry
vocab-claim dimension: mapStatus
vocab-evidence state: editorial_only
vocab-evidence note: “Active” is an editorial assessment of current activity, not a conclusion established by this Wikipedia mapping.
vocab-raw record present: true

assessment-node:neuralstyle:development
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: DeepDream & style transfer
vocab-subject type: atlasEntry
vocab-claim dimension: development
vocab-evidence state: partial
vocab-confidence: medium
vocab-evidence note: Direct for style transfer but only contextual for the node's combined DeepDream-and-neural-art moment.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-node:neuralstyle:mapStatus
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: DeepDream & style transfer
vocab-subject type: atlasEntry
vocab-claim dimension: mapStatus
vocab-evidence state: editorial_only
vocab-evidence note: The Neural style transfer page describes the technique and its continuing variants without an explicit ending, failure, or supersession claim for the broader neural-art moment.
vocab-raw record present: true

assessment-node:wavenet:development
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: WaveNet & neural audio
vocab-subject type: atlasEntry
vocab-claim dimension: development
vocab-evidence state: confirmed
vocab-confidence: high
vocab-evidence note: Exact model article.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-node:wavenet:mapStatus
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: WaveNet & neural audio
vocab-subject type: atlasEntry
vocab-claim dimension: mapStatus
vocab-evidence state: editorial_only
vocab-evidence note: “Foundational” is the map's editorial ranking; the article confirms the development separately, not that ranking.
vocab-raw record present: true

assessment-node:diffusion:development
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: Diffusion models
vocab-subject type: atlasEntry
vocab-claim dimension: development
vocab-evidence state: confirmed
vocab-confidence: high
vocab-evidence note: Exact generative-model family article.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-node:diffusion:mapStatus
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: Diffusion models
vocab-subject type: atlasEntry
vocab-claim dimension: mapStatus
vocab-evidence state: editorial_only
vocab-evidence note: “Foundational” is the map's editorial ranking; the article confirms the development separately, not that ranking.
vocab-raw record present: true

assessment-node:txt2img:development
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: Text-to-image (latent + guided diffusion)
vocab-subject type: atlasEntry
vocab-claim dimension: development
vocab-evidence state: confirmed
vocab-confidence: high
vocab-evidence note: Exact model-class article covering systems such as DALL-E and Stable Diffusion.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-node:txt2img:mapStatus
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: Text-to-image (latent + guided diffusion)
vocab-subject type: atlasEntry
vocab-claim dimension: mapStatus
vocab-evidence state: editorial_only
vocab-evidence note: “Foundational” is the map's editorial ranking; the article confirms the development separately, not that ranking.
vocab-raw record present: true

assessment-node:dit:development
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: Diffusion Transformers (DiT)
vocab-subject type: atlasEntry
vocab-claim dimension: development
vocab-evidence state: partial
vocab-confidence: medium
vocab-evidence note: Relevant parent architecture article; diffusion transformers do not have a standalone canonical page.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-node:dit:mapStatus
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: Diffusion Transformers (DiT)
vocab-subject type: atlasEntry
vocab-claim dimension: mapStatus
vocab-evidence state: editorial_only
vocab-evidence note: “Foundational” is the map's editorial ranking; the article confirms the development separately, not that ranking.
vocab-raw record present: true

assessment-node:musicgen:development
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: Music & voice generation
vocab-subject type: atlasEntry
vocab-claim dimension: development
vocab-evidence state: partial
vocab-confidence: medium
vocab-evidence note: Relevant field article for AI music generation; the node also includes voice cloning and specific products.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-node:musicgen:mapStatus
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: Music & voice generation
vocab-subject type: atlasEntry
vocab-claim dimension: mapStatus
vocab-evidence state: editorial_only
vocab-evidence note: “Active” is an editorial assessment of current activity, not a conclusion established by this Wikipedia mapping.
vocab-raw record present: true

assessment-node:video:development
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: Video generation (Sora→Veo 3)
vocab-subject type: atlasEntry
vocab-claim dimension: development
vocab-evidence state: confirmed
vocab-confidence: high
vocab-evidence note: Exact model-class article covering Sora- and Veo-style video generation.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-node:video:mapStatus
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: Video generation (Sora→Veo 3)
vocab-subject type: atlasEntry
vocab-claim dimension: mapStatus
vocab-evidence state: editorial_only
vocab-evidence note: “Hot frontier” is a time-sensitive editorial assessment, not a conclusion established by this Wikipedia mapping.
vocab-raw record present: true

assessment-node:genie:development
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: Interactive world models (Genie 3)
vocab-subject type: atlasEntry
vocab-claim dimension: development
vocab-evidence state: confirmed
vocab-confidence: high
vocab-evidence note: Exact Google DeepMind Genie world-model article.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-node:genie:mapStatus
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: Interactive world models (Genie 3)
vocab-subject type: atlasEntry
vocab-claim dimension: mapStatus
vocab-evidence state: editorial_only
vocab-evidence note: “Hot frontier” is a time-sensitive editorial assessment, not a conclusion established by this Wikipedia mapping.
vocab-raw record present: true

assessment-node:gap dreamtrain:development
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: Robots trained in dreamed worlds
vocab-subject type: atlasEntry
vocab-claim dimension: development
vocab-evidence state: hypothesis
vocab-evidence note: This is a map hypothesis; Wikipedia absence does not establish that the proposed gap is novel.
vocab-raw record present: true

assessment-node:gap dreamtrain:mapStatus
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: Robots trained in dreamed worlds
vocab-subject type: atlasEntry
vocab-claim dimension: mapStatus
vocab-evidence state: hypothesis
vocab-evidence note: This is explicitly a proposed gap; Wikipedia absence is not evidence that the proposal is novel.
vocab-raw record present: true

assessment-node:stats25:development
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: Statistical inference (Fisher; Bayes)
vocab-subject type: atlasEntry
vocab-claim dimension: development
vocab-evidence state: confirmed
vocab-confidence: high
vocab-evidence note: Direct article for the foundational statistical-inference development; the node combines Fisherian and Bayesian strands.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-node:stats25:mapStatus
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: Statistical inference (Fisher; Bayes)
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vocab-claim dimension: mapStatus
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vocab-raw record present: true

assessment-node:kalman:development
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type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: Kalman filter
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vocab-evidence state: confirmed
vocab-confidence: high
vocab-evidence note: Exact development article.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-node:kalman:mapStatus
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: Kalman filter
vocab-subject type: atlasEntry
vocab-claim dimension: mapStatus
vocab-evidence state: editorial_only
vocab-evidence note: “Foundational” is the map's editorial ranking; the article confirms the development separately, not that ranking.
vocab-raw record present: true

assessment-node:patternrec:development
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: Statistical pattern recognition
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vocab-claim dimension: development
vocab-evidence state: confirmed
vocab-confidence: high
vocab-evidence note: Direct umbrella article for statistical pattern recognition.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-node:patternrec:mapStatus
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: Statistical pattern recognition
vocab-subject type: atlasEntry
vocab-claim dimension: mapStatus
vocab-evidence state: editorial_only
vocab-evidence note: “Foundational” is the map's editorial ranking; the article confirms the development separately, not that ranking.
vocab-raw record present: true

assessment-node:em:development
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: EM algorithm
vocab-subject type: atlasEntry
vocab-claim dimension: development
vocab-evidence state: confirmed
vocab-confidence: high
vocab-evidence note: Exact algorithm article; replaces the search result for a narrower EM/GMM page.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-node:em:mapStatus
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: EM algorithm
vocab-subject type: atlasEntry
vocab-claim dimension: mapStatus
vocab-evidence state: editorial_only
vocab-evidence note: “Foundational” is the map's editorial ranking; the article confirms the development separately, not that ranking.
vocab-raw record present: true

assessment-node:pac:development
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: PAC learning & COLT
vocab-subject type: atlasEntry
vocab-claim dimension: development
vocab-evidence state: confirmed
vocab-confidence: high
vocab-evidence note: Exact PAC-learning article; COLT is contextual rather than a separate mapped development.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-node:pac:mapStatus
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: PAC learning & COLT
vocab-subject type: atlasEntry
vocab-claim dimension: mapStatus
vocab-evidence state: editorial_only
vocab-evidence note: “Foundational” is the map's editorial ranking; the article confirms the development separately, not that ranking.
vocab-raw record present: true

assessment-node:dtrees:development
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: Decision trees (ID3/CART)
vocab-subject type: atlasEntry
vocab-claim dimension: development
vocab-evidence state: confirmed
vocab-confidence: high
vocab-evidence note: Direct learning-method article covering ID3/CART rather than the generic decision-tree article.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-node:dtrees:mapStatus
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: Decision trees (ID3/CART)
vocab-subject type: atlasEntry
vocab-claim dimension: mapStatus
vocab-evidence state: editorial_only
vocab-evidence note: “Foundational” is the map's editorial ranking; the article confirms the development separately, not that ranking.
vocab-raw record present: true

assessment-node:bayesnets:development
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: Bayesian networks (Pearl)
vocab-subject type: atlasEntry
vocab-claim dimension: development
vocab-evidence state: confirmed
vocab-confidence: high
vocab-evidence note: Exact development article.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-node:bayesnets:mapStatus
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: Bayesian networks (Pearl)
vocab-subject type: atlasEntry
vocab-claim dimension: mapStatus
vocab-evidence state: editorial_only
vocab-evidence note: “Foundational” is the map's editorial ranking; the article confirms the development separately, not that ranking.
vocab-raw record present: true

assessment-node:mcmc:development
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
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vocab-subject type: atlasEntry
vocab-claim dimension: development
vocab-evidence state: partial
vocab-confidence: medium
vocab-evidence note: Representative article for the MCMC half of a composite node that also names variational inference.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-node:mcmc:mapStatus
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: MCMC & variational inference
vocab-subject type: atlasEntry
vocab-claim dimension: mapStatus
vocab-evidence state: editorial_only
vocab-evidence note: “Foundational” is the map's editorial ranking; the article confirms the development separately, not that ranking.
vocab-raw record present: true

assessment-node:svm:development
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: SVMs & kernel methods
vocab-subject type: atlasEntry
vocab-claim dimension: development
vocab-evidence state: partial
vocab-confidence: medium
vocab-evidence note: Direct for SVMs and contextual for the broader kernel-method family combined in the node.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-node:svm:mapStatus
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: SVMs & kernel methods
vocab-subject type: atlasEntry
vocab-claim dimension: mapStatus
vocab-evidence state: editorial_only
vocab-evidence note: “Dormant” is an editorial assessment; no encyclopedic fate finding is inferred from article or link presence.
vocab-raw record present: true

assessment-node:gp:development
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: Gaussian processes
vocab-subject type: atlasEntry
vocab-claim dimension: development
vocab-evidence state: confirmed
vocab-confidence: high
vocab-evidence note: Exact development article.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-node:gp:mapStatus
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: Gaussian processes
vocab-subject type: atlasEntry
vocab-claim dimension: mapStatus
vocab-evidence state: editorial_only
vocab-evidence note: “Dormant” is an editorial assessment; no encyclopedic fate finding is inferred from article or link presence.
vocab-raw record present: true

assessment-node:adaboost:development
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: Boosting & random forests
vocab-subject type: atlasEntry
vocab-claim dimension: development
vocab-evidence state: partial
vocab-confidence: medium
vocab-evidence note: Representative article for boosting; the node also combines random forests, which have their own article.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-node:adaboost:mapStatus
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: Boosting & random forests
vocab-subject type: atlasEntry
vocab-claim dimension: mapStatus
vocab-evidence state: editorial_only
vocab-evidence note: “Active” is an editorial assessment of current activity, not a conclusion established by this Wikipedia mapping.
vocab-raw record present: true

assessment-node:graphicalmodels:development
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: Structured prediction (CRFs)
vocab-subject type: atlasEntry
vocab-claim dimension: development
vocab-evidence state: confirmed
vocab-confidence: high
vocab-evidence note: Direct article for the CRF development named in the node; replaces an unrelated search result.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-node:graphicalmodels:mapStatus
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: Structured prediction (CRFs)
vocab-subject type: atlasEntry
vocab-claim dimension: mapStatus
vocab-evidence state: editorial_only
vocab-evidence note: “Dormant” is an editorial assessment; no encyclopedic fate finding is inferred from article or link presence.
vocab-raw record present: true

assessment-node:topicmodels:development
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: Topic models (LDA)
vocab-subject type: atlasEntry
vocab-claim dimension: development
vocab-evidence state: confirmed
vocab-confidence: high
vocab-evidence note: Direct article covering topic models and LDA.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-node:topicmodels:mapStatus
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: Topic models (LDA)
vocab-subject type: atlasEntry
vocab-claim dimension: mapStatus
vocab-evidence state: editorial_only
vocab-evidence note: “Dormant” is an editorial assessment; no encyclopedic fate finding is inferred from article or link presence.
vocab-raw record present: true

assessment-node:recsys:development
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: Recommender systems
vocab-subject type: atlasEntry
vocab-claim dimension: development
vocab-evidence state: confirmed
vocab-confidence: high
vocab-evidence note: Exact development article.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-node:recsys:mapStatus
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: Recommender systems
vocab-subject type: atlasEntry
vocab-claim dimension: mapStatus
vocab-evidence state: editorial_only
vocab-evidence note: “Active” is an editorial assessment of current activity, not a conclusion established by this Wikipedia mapping.
vocab-raw record present: true

assessment-node:causal:development
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: Causal inference
vocab-subject type: atlasEntry
vocab-claim dimension: development
vocab-evidence state: confirmed
vocab-confidence: high
vocab-evidence note: Exact development article.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-node:causal:mapStatus
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: Causal inference
vocab-subject type: atlasEntry
vocab-claim dimension: mapStatus
vocab-evidence state: editorial_only
vocab-evidence note: “Active” is an editorial assessment of current activity, not a conclusion established by this Wikipedia mapping.
vocab-raw record present: true

assessment-node:bayesopt:development
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: Bayesian optimization, NAS & AutoML
vocab-subject type: atlasEntry
vocab-claim dimension: development
vocab-evidence state: partial
vocab-confidence: medium
vocab-evidence note: Direct for Bayesian optimization and contextual for AutoML, which the node combines with it.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-node:bayesopt:mapStatus
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: Bayesian optimization, NAS & AutoML
vocab-subject type: atlasEntry
vocab-claim dimension: mapStatus
vocab-evidence state: editorial_only
vocab-evidence note: “Active” is an editorial assessment of current activity, not a conclusion established by this Wikipedia mapping.
vocab-raw record present: true

assessment-node:probprog:development
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: Probabilistic programming
vocab-subject type: atlasEntry
vocab-claim dimension: development
vocab-evidence state: confirmed
vocab-confidence: high
vocab-evidence note: Exact development article.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-node:probprog:mapStatus
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: Probabilistic programming
vocab-subject type: atlasEntry
vocab-claim dimension: mapStatus
vocab-evidence state: editorial_only
vocab-evidence note: “Active” is an editorial assessment of current activity, not a conclusion established by this Wikipedia mapping.
vocab-raw record present: true

assessment-node:conformal:development
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: Calibration, ensembles & conformal UQ
vocab-subject type: atlasEntry
vocab-claim dimension: development
vocab-evidence state: partial
vocab-confidence: medium
vocab-evidence note: The article confirms conformal prediction; deep ensembles and neural-network calibration are supported by the attached primary papers.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-node:conformal:mapStatus
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: Calibration, ensembles & conformal UQ
vocab-subject type: atlasEntry
vocab-claim dimension: mapStatus
vocab-evidence state: editorial_only
vocab-evidence note: “Active” is an editorial assessment of current activity, not a conclusion established by this Wikipedia mapping.
vocab-raw record present: true

assessment-node:gap causal:development
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: Causal world models
vocab-subject type: atlasEntry
vocab-claim dimension: development
vocab-evidence state: hypothesis
vocab-evidence note: This is a map hypothesis; Wikipedia absence does not establish that the proposed gap is novel.
vocab-raw record present: true

assessment-node:gap causal:mapStatus
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: Causal world models
vocab-subject type: atlasEntry
vocab-claim dimension: mapStatus
vocab-evidence state: hypothesis
vocab-evidence note: This is explicitly a proposed gap; Wikipedia absence is not evidence that the proposal is novel.
vocab-raw record present: true

assessment-node:gap tabular:development
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: Deep learning vs tabular data
vocab-subject type: atlasEntry
vocab-claim dimension: development
vocab-evidence state: hypothesis
vocab-evidence note: This is a map hypothesis; Wikipedia absence does not establish that the proposed gap is novel.
vocab-raw record present: true

assessment-node:gap tabular:mapStatus
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: Deep learning vs tabular data
vocab-subject type: atlasEntry
vocab-claim dimension: mapStatus
vocab-evidence state: hypothesis
vocab-evidence note: This is explicitly a proposed gap; Wikipedia absence is not evidence that the proposal is novel.
vocab-raw record present: true

assessment-node:cellauto:development
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: Self-reproducing automata
vocab-subject type: atlasEntry
vocab-claim dimension: development
vocab-evidence state: confirmed
vocab-confidence: high
vocab-evidence note: Direct article for von Neumann's self-reproducing cellular automaton.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-node:cellauto:mapStatus
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: Self-reproducing automata
vocab-subject type: atlasEntry
vocab-claim dimension: mapStatus
vocab-evidence state: editorial_only
vocab-evidence note: “Foundational” is the map's editorial ranking; the article confirms the development separately, not that ranking.
vocab-raw record present: true

assessment-node:evolstrat:development
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: Evolution strategies
vocab-subject type: atlasEntry
vocab-claim dimension: development
vocab-evidence state: confirmed
vocab-confidence: high
vocab-evidence note: Exact development article.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-node:evolstrat:mapStatus
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: Evolution strategies
vocab-subject type: atlasEntry
vocab-claim dimension: mapStatus
vocab-evidence state: editorial_only
vocab-evidence note: “Foundational” is the map's editorial ranking; the article confirms the development separately, not that ranking.
vocab-raw record present: true

assessment-node:ga:development
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: Genetic algorithms
vocab-subject type: atlasEntry
vocab-claim dimension: development
vocab-evidence state: confirmed
vocab-confidence: high
vocab-evidence note: Exact development article.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-node:ga:mapStatus
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: Genetic algorithms
vocab-subject type: atlasEntry
vocab-claim dimension: mapStatus
vocab-evidence state: editorial_only
vocab-evidence note: “Foundational” is the map's editorial ranking; the article confirms the development separately, not that ranking.
vocab-raw record present: true

assessment-node:alife:development
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: Artificial life
vocab-subject type: atlasEntry
vocab-claim dimension: development
vocab-evidence state: confirmed
vocab-confidence: high
vocab-evidence note: Exact development article.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-node:alife:mapStatus
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: Artificial life
vocab-subject type: atlasEntry
vocab-claim dimension: mapStatus
vocab-evidence state: editorial_only
vocab-evidence note: “Dormant” is an editorial assessment; no encyclopedic fate finding is inferred from article or link presence.
vocab-raw record present: true

assessment-node:gp92:development
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: Genetic programming
vocab-subject type: atlasEntry
vocab-claim dimension: development
vocab-evidence state: confirmed
vocab-confidence: high
vocab-evidence note: Exact development article.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-node:gp92:mapStatus
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: Genetic programming
vocab-subject type: atlasEntry
vocab-claim dimension: mapStatus
vocab-evidence state: editorial_only
vocab-evidence note: “Dormant” is an editorial assessment; no encyclopedic fate finding is inferred from article or link presence.
vocab-raw record present: true

assessment-node:swarm:development
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: Swarm intelligence (ACO, PSO)
vocab-subject type: atlasEntry
vocab-claim dimension: development
vocab-evidence state: confirmed
vocab-confidence: high
vocab-evidence note: Direct umbrella article covering the ACO/PSO family named by the node.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-node:swarm:mapStatus
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: Swarm intelligence (ACO, PSO)
vocab-subject type: atlasEntry
vocab-claim dimension: mapStatus
vocab-evidence state: editorial_only
vocab-evidence note: “Dormant” is an editorial assessment; no encyclopedic fate finding is inferred from article or link presence.
vocab-raw record present: true

assessment-node:neat:development
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: Neuroevolution (NEAT)
vocab-subject type: atlasEntry
vocab-claim dimension: development
vocab-evidence state: confirmed
vocab-confidence: high
vocab-evidence note: Exact NEAT article; more specific than the generic neuroevolution search match.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-node:neat:mapStatus
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: Neuroevolution (NEAT)
vocab-subject type: atlasEntry
vocab-claim dimension: mapStatus
vocab-evidence state: editorial_only
vocab-evidence note: “Dormant” is an editorial assessment; no encyclopedic fate finding is inferred from article or link presence.
vocab-raw record present: true

assessment-node:spiking:development
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: Spiking neural networks
vocab-subject type: atlasEntry
vocab-claim dimension: development
vocab-evidence state: confirmed
vocab-confidence: high
vocab-evidence note: Exact development article.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-node:spiking:mapStatus
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: Spiking neural networks
vocab-subject type: atlasEntry
vocab-claim dimension: mapStatus
vocab-evidence state: editorial_only
vocab-evidence note: “Dormant” is an editorial assessment; no encyclopedic fate finding is inferred from article or link presence.
vocab-raw record present: true

assessment-node:mead:development
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: Analog VLSI neural hardware
vocab-subject type: atlasEntry
vocab-claim dimension: development
vocab-evidence state: partial
vocab-confidence: medium
vocab-evidence note: Closest article covering Mead's analog-VLSI neural-hardware program; no dedicated development article was found.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-node:mead:mapStatus
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: Analog VLSI neural hardware
vocab-subject type: atlasEntry
vocab-claim dimension: mapStatus
vocab-evidence state: editorial_only
vocab-evidence note: “Foundational” is the map's editorial ranking; the article confirms the development separately, not that ranking.
vocab-raw record present: true

assessment-node:reservoir:development
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: Reservoir computing
vocab-subject type: atlasEntry
vocab-claim dimension: development
vocab-evidence state: confirmed
vocab-confidence: high
vocab-evidence note: Exact development article.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-node:reservoir:mapStatus
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: Reservoir computing
vocab-subject type: atlasEntry
vocab-claim dimension: mapStatus
vocab-evidence state: editorial_only
vocab-evidence note: “Dormant” is an editorial assessment; no encyclopedic fate finding is inferred from article or link presence.
vocab-raw record present: true

assessment-node:htm:development
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: Hierarchical Temporal Memory
vocab-subject type: atlasEntry
vocab-claim dimension: development
vocab-evidence state: confirmed
vocab-confidence: high
vocab-evidence note: Exact development article.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-node:htm:mapStatus
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: Hierarchical Temporal Memory
vocab-subject type: atlasEntry
vocab-claim dimension: mapStatus
vocab-evidence state: editorial_only
vocab-evidence note: The Hierarchical temporal memory page says HTM is primarily used today for streaming anomaly detection and describes ongoing development, contradicting an unqualified ended label.
vocab-raw record present: true

assessment-node:dna:development
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: DNA computing
vocab-subject type: atlasEntry
vocab-claim dimension: development
vocab-evidence state: confirmed
vocab-confidence: high
vocab-evidence note: Exact development article.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-node:dna:mapStatus
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: DNA computing
vocab-subject type: atlasEntry
vocab-claim dimension: mapStatus
vocab-evidence state: editorial_only
vocab-evidence note: “Dormant” is an editorial assessment; no encyclopedic fate finding is inferred from article or link presence.
vocab-raw record present: true

assessment-node:neuromorphic:development
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: Neuromorphic chips (Loihi)
vocab-subject type: atlasEntry
vocab-claim dimension: development
vocab-evidence state: confirmed
vocab-confidence: high
vocab-evidence note: Direct field article covering Loihi and related chips.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-node:neuromorphic:mapStatus
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: Neuromorphic chips (Loihi)
vocab-subject type: atlasEntry
vocab-claim dimension: mapStatus
vocab-evidence state: editorial_only
vocab-evidence note: “Dormant” is an editorial assessment; no encyclopedic fate finding is inferred from article or link presence.
vocab-raw record present: true

assessment-node:quantumml:development
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: Quantum machine learning
vocab-subject type: atlasEntry
vocab-claim dimension: development
vocab-evidence state: confirmed
vocab-confidence: high
vocab-evidence note: Exact development article.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-node:quantumml:mapStatus
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: Quantum machine learning
vocab-subject type: atlasEntry
vocab-claim dimension: mapStatus
vocab-evidence state: editorial_only
vocab-evidence note: “Dormant” is an editorial assessment; no encyclopedic fate finding is inferred from article or link presence.
vocab-raw record present: true

assessment-node:optical:development
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: Optical neural networks
vocab-subject type: atlasEntry
vocab-claim dimension: development
vocab-evidence state: confirmed
vocab-confidence: high
vocab-evidence note: Exact development article.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-node:optical:mapStatus
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: Optical neural networks
vocab-subject type: atlasEntry
vocab-claim dimension: mapStatus
vocab-evidence state: editorial_only
vocab-evidence note: “Active” is an editorial assessment of current activity, not a conclusion established by this Wikipedia mapping.
vocab-raw record present: true

assessment-node:analogai:development
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: Analog in-memory computing
vocab-subject type: atlasEntry
vocab-claim dimension: development
vocab-evidence state: partial
vocab-confidence: medium
vocab-evidence note: Closest broad article for analog compute-in-memory AI; the automatic ANALOG Computing match was the unrelated magazine.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-node:analogai:mapStatus
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: Analog in-memory computing
vocab-subject type: atlasEntry
vocab-claim dimension: mapStatus
vocab-evidence state: editorial_only
vocab-evidence note: “Active” is an editorial assessment of current activity, not a conclusion established by this Wikipedia mapping.
vocab-raw record present: true

assessment-node:alphaevolve:development
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: LLM-guided evolution (AlphaEvolve)
vocab-subject type: atlasEntry
vocab-claim dimension: development
vocab-evidence state: confirmed
vocab-confidence: high
vocab-evidence note: Exact system article found by a targeted title search.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-node:alphaevolve:mapStatus
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: LLM-guided evolution (AlphaEvolve)
vocab-subject type: atlasEntry
vocab-claim dimension: mapStatus
vocab-evidence state: editorial_only
vocab-evidence note: “Hot frontier” is a time-sensitive editorial assessment, not a conclusion established by this Wikipedia mapping.
vocab-raw record present: true

assessment-node:gap biolearn:development
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: Learning without backprop
vocab-subject type: atlasEntry
vocab-claim dimension: development
vocab-evidence state: hypothesis
vocab-evidence note: This is a map hypothesis; Wikipedia absence does not establish that the proposed gap is novel.
vocab-raw record present: true

assessment-node:gap biolearn:mapStatus
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: Learning without backprop
vocab-subject type: atlasEntry
vocab-claim dimension: mapStatus
vocab-evidence state: hypothesis
vocab-evidence note: This is explicitly a proposed gap; Wikipedia absence is not evidence that the proposal is novel.
vocab-raw record present: true

assessment-node:gap quant:development
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: Quantum advantage for learning
vocab-subject type: atlasEntry
vocab-claim dimension: development
vocab-evidence state: hypothesis
vocab-evidence note: This is a map hypothesis; Wikipedia absence does not establish that the proposed gap is novel.
vocab-raw record present: true

assessment-node:gap quant:mapStatus
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: Quantum advantage for learning
vocab-subject type: atlasEntry
vocab-claim dimension: mapStatus
vocab-evidence state: hypothesis
vocab-evidence note: This is explicitly a proposed gap; Wikipedia absence is not evidence that the proposal is novel.
vocab-raw record present: true

assessment-node:unimate:development
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: Unimate — industrial robots
vocab-subject type: atlasEntry
vocab-claim dimension: development
vocab-evidence state: confirmed
vocab-confidence: high
vocab-evidence note: Exact robot article.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-node:unimate:mapStatus
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: Unimate — industrial robots
vocab-subject type: atlasEntry
vocab-claim dimension: mapStatus
vocab-evidence state: editorial_only
vocab-evidence note: “Foundational” is the map's editorial ranking; the article confirms the development separately, not that ranking.
vocab-raw record present: true

assessment-node:shakey:development
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: Shakey
vocab-subject type: atlasEntry
vocab-claim dimension: development
vocab-evidence state: confirmed
vocab-confidence: high
vocab-evidence note: Exact robot article; replaces the unrelated Shakey Graves match.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-node:shakey:mapStatus
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: Shakey
vocab-subject type: atlasEntry
vocab-claim dimension: mapStatus
vocab-evidence state: editorial_only
vocab-evidence note: “Foundational” is the map's editorial ranking; the article confirms the development separately, not that ranking.
vocab-raw record present: true

assessment-node:moravec:development
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: Moravec's paradox
vocab-subject type: atlasEntry
vocab-claim dimension: development
vocab-evidence state: confirmed
vocab-confidence: high
vocab-evidence note: Exact development article.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-node:moravec:mapStatus
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: Moravec's paradox
vocab-subject type: atlasEntry
vocab-claim dimension: mapStatus
vocab-evidence state: editorial_only
vocab-evidence note: “Foundational” is the map's editorial ranking; the article confirms the development separately, not that ranking.
vocab-raw record present: true

assessment-node:subsumption:development
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: Behavior-based robotics
vocab-subject type: atlasEntry
vocab-claim dimension: development
vocab-evidence state: confirmed
vocab-confidence: high
vocab-evidence note: Direct field article covering subsumption-style robotics.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-node:subsumption:mapStatus
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: Behavior-based robotics
vocab-subject type: atlasEntry
vocab-claim dimension: mapStatus
vocab-evidence state: editorial_only
vocab-evidence note: “Foundational” is the map's editorial ranking; the article confirms the development separately, not that ranking.
vocab-raw record present: true

assessment-node:cog:development
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: Cog & the humanoid lab era
vocab-subject type: atlasEntry
vocab-claim dimension: development
vocab-evidence state: confirmed
vocab-confidence: high
vocab-evidence note: Exact MIT humanoid-robot project article; replaces an unrelated Transformers result.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-node:cog:mapStatus
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: Cog & the humanoid lab era
vocab-subject type: atlasEntry
vocab-claim dimension: mapStatus
vocab-evidence state: confirmed
vocab-confidence: high
vocab-evidence note: The Cog project page explicitly says all development had ceased by 2003 and that the robot is retired to the MIT Museum.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-node:alvinn:development
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: ALVINN drives (1989)
vocab-subject type: atlasEntry
vocab-claim dimension: development
vocab-evidence state: partial
vocab-confidence: medium
vocab-evidence note: Navlab is the direct Wikipedia context for ALVINN; no standalone ALVINN article was returned.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-node:alvinn:mapStatus
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: ALVINN drives (1989)
vocab-subject type: atlasEntry
vocab-claim dimension: mapStatus
vocab-evidence state: editorial_only
vocab-evidence note: “Foundational” is the map's editorial ranking; the article confirms the development separately, not that ranking.
vocab-raw record present: true

assessment-node:slam:development
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: SLAM
vocab-subject type: atlasEntry
vocab-claim dimension: development
vocab-evidence state: confirmed
vocab-confidence: high
vocab-evidence note: Exact expanded-title article; replaces the unrelated Slam page.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-node:slam:mapStatus
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: SLAM
vocab-subject type: atlasEntry
vocab-claim dimension: mapStatus
vocab-evidence state: editorial_only
vocab-evidence note: “Foundational” is the map's editorial ranking; the article confirms the development separately, not that ranking.
vocab-raw record present: true

assessment-node:evolrobotics:development
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: Evolutionary & developmental robotics
vocab-subject type: atlasEntry
vocab-claim dimension: development
vocab-evidence state: confirmed
vocab-confidence: high
vocab-evidence note: Exact combined-field article.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-node:evolrobotics:mapStatus
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: Evolutionary & developmental robotics
vocab-subject type: atlasEntry
vocab-claim dimension: mapStatus
vocab-evidence state: editorial_only
vocab-evidence note: “Dormant” is an editorial assessment; no encyclopedic fate finding is inferred from article or link presence.
vocab-raw record present: true

assessment-node:bostondynamics:development
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: Dynamic legged locomotion
vocab-subject type: atlasEntry
vocab-claim dimension: development
vocab-evidence state: partial
vocab-confidence: medium
vocab-evidence note: Direct topic context for dynamic legged locomotion; the node is broader than one Boston Dynamics machine.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-node:bostondynamics:mapStatus
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: Dynamic legged locomotion
vocab-subject type: atlasEntry
vocab-claim dimension: mapStatus
vocab-evidence state: editorial_only
vocab-evidence note: “Foundational” is the map's editorial ranking; the article confirms the development separately, not that ranking.
vocab-raw record present: true

assessment-node:darpagc:development
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: DARPA Grand Challenge
vocab-subject type: atlasEntry
vocab-claim dimension: development
vocab-evidence state: confirmed
vocab-confidence: high
vocab-evidence note: Exact event article.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-node:darpagc:mapStatus
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: DARPA Grand Challenge
vocab-subject type: atlasEntry
vocab-claim dimension: mapStatus
vocab-evidence state: editorial_only
vocab-evidence note: “Foundational” is the map's editorial ranking; the article confirms the development separately, not that ranking.
vocab-raw record present: true

assessment-node:simenv:development
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: Simulation environments
vocab-subject type: atlasEntry
vocab-claim dimension: development
vocab-evidence state: confirmed
vocab-confidence: high
vocab-evidence note: Direct article for robotics simulation environments; replaces generic Simulation.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-node:simenv:mapStatus
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: Simulation environments
vocab-subject type: atlasEntry
vocab-claim dimension: mapStatus
vocab-evidence state: editorial_only
vocab-evidence note: “Active” is an editorial assessment of current activity, not a conclusion established by this Wikipedia mapping.
vocab-raw record present: true

assessment-node:deeprlrobot:development
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: Deep RL manipulation
vocab-subject type: atlasEntry
vocab-claim dimension: development
vocab-evidence state: partial
vocab-confidence: medium
vocab-evidence note: Closest field article for deep-RL robot manipulation; replaces the unrelated deep-brain-stimulation match.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-node:deeprlrobot:mapStatus
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: Deep RL manipulation
vocab-subject type: atlasEntry
vocab-claim dimension: mapStatus
vocab-evidence state: editorial_only
vocab-evidence note: “Dormant” is an editorial assessment; no encyclopedic fate finding is inferred from article or link presence.
vocab-raw record present: true

assessment-node:selfdriving:development
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: Self-driving's long grind
vocab-subject type: atlasEntry
vocab-claim dimension: development
vocab-evidence state: confirmed
vocab-confidence: high
vocab-evidence note: Direct development article; the node's 'long grind' status remains an editorial judgment.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-node:selfdriving:mapStatus
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: Self-driving's long grind
vocab-subject type: atlasEntry
vocab-claim dimension: mapStatus
vocab-evidence state: editorial_only
vocab-evidence note: “Active” is an editorial assessment of current activity, not a conclusion established by this Wikipedia mapping.
vocab-raw record present: true

assessment-node:rtfm:development
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: Robot foundation models
vocab-subject type: atlasEntry
vocab-claim dimension: development
vocab-evidence state: partial
vocab-confidence: medium
vocab-evidence note: Most specific current article for robot foundation models; broader than any one named model.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-node:rtfm:mapStatus
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: Robot foundation models
vocab-subject type: atlasEntry
vocab-claim dimension: mapStatus
vocab-evidence state: editorial_only
vocab-evidence note: “Hot frontier” is a time-sensitive editorial assessment, not a conclusion established by this Wikipedia mapping.
vocab-raw record present: true

assessment-node:humanoid26:development
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: Humanoid renaissance
vocab-subject type: atlasEntry
vocab-claim dimension: development
vocab-evidence state: partial
vocab-confidence: medium
vocab-evidence note: Topic article supports the technology; 'renaissance' is an editorial periodization.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-node:humanoid26:mapStatus
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: Humanoid renaissance
vocab-subject type: atlasEntry
vocab-claim dimension: mapStatus
vocab-evidence state: editorial_only
vocab-evidence note: “Hot frontier” is a time-sensitive editorial assessment, not a conclusion established by this Wikipedia mapping.
vocab-raw record present: true

assessment-node:gap swarm:development
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: Swarms × foundation models
vocab-subject type: atlasEntry
vocab-claim dimension: development
vocab-evidence state: hypothesis
vocab-evidence note: This is a map hypothesis; Wikipedia absence does not establish that the proposed gap is novel.
vocab-raw record present: true

assessment-node:gap swarm:mapStatus
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: Swarms × foundation models
vocab-subject type: atlasEntry
vocab-claim dimension: mapStatus
vocab-evidence state: hypothesis
vocab-evidence note: This is explicitly a proposed gap; Wikipedia absence is not evidence that the proposal is novel.
vocab-raw record present: true

assessment-node:asimov:development
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: Asimov's Three Laws
vocab-subject type: atlasEntry
vocab-claim dimension: development
vocab-evidence state: confirmed
vocab-confidence: high
vocab-evidence note: Exact concept article.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-node:asimov:mapStatus
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: Asimov's Three Laws
vocab-subject type: atlasEntry
vocab-claim dimension: mapStatus
vocab-evidence state: editorial_only
vocab-evidence note: “Foundational” is the map's editorial ranking; the article confirms the development separately, not that ranking.
vocab-raw record present: true

assessment-node:wienerwarn:development
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: Wiener's control warning
vocab-subject type: atlasEntry
vocab-claim dimension: development
vocab-evidence state: partial
vocab-confidence: medium
vocab-evidence note: Biographical context for Wiener's automation/control warnings; no article for the specific 1960 warning was found.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-node:wienerwarn:mapStatus
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: Wiener's control warning
vocab-subject type: atlasEntry
vocab-claim dimension: mapStatus
vocab-evidence state: editorial_only
vocab-evidence note: “Foundational” is the map's editorial ranking; the article confirms the development separately, not that ranking.
vocab-raw record present: true

assessment-node:weizenbaum:development
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: 'Computer Power and Human Reason'
vocab-subject type: atlasEntry
vocab-claim dimension: development
vocab-evidence state: confirmed
vocab-confidence: high
vocab-evidence note: Exact book article.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-node:weizenbaum:mapStatus
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: 'Computer Power and Human Reason'
vocab-subject type: atlasEntry
vocab-claim dimension: mapStatus
vocab-evidence state: editorial_only
vocab-evidence note: “Foundational” is the map's editorial ranking; the article confirms the development separately, not that ranking.
vocab-raw record present: true

assessment-node:aixi:development
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: AIXI — universal intelligence
vocab-subject type: atlasEntry
vocab-claim dimension: development
vocab-evidence state: confirmed
vocab-confidence: high
vocab-evidence note: Exact development article.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-node:aixi:mapStatus
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: AIXI — universal intelligence
vocab-subject type: atlasEntry
vocab-claim dimension: mapStatus
vocab-evidence state: editorial_only
vocab-evidence note: “Dormant” is an editorial assessment; no encyclopedic fate finding is inferred from article or link presence.
vocab-raw record present: true

assessment-node:friendlyai:development
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: Agent foundations (MIRI)
vocab-subject type: atlasEntry
vocab-claim dimension: development
vocab-evidence state: partial
vocab-confidence: medium
vocab-evidence note: Direct organizational context for the agent-foundations program named in the node.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-node:friendlyai:mapStatus
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: Agent foundations (MIRI)
vocab-subject type: atlasEntry
vocab-claim dimension: mapStatus
vocab-evidence state: editorial_only
vocab-evidence note: “Dormant” is an editorial assessment; no encyclopedic fate finding is inferred from article or link presence.
vocab-raw record present: true

assessment-node:superintbook:development
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: 'Superintelligence' (Bostrom)
vocab-subject type: atlasEntry
vocab-claim dimension: development
vocab-evidence state: confirmed
vocab-confidence: high
vocab-evidence note: Exact book article rather than the generic superintelligence concept.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-node:superintbook:mapStatus
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: 'Superintelligence' (Bostrom)
vocab-subject type: atlasEntry
vocab-claim dimension: mapStatus
vocab-evidence state: editorial_only
vocab-evidence note: “Foundational” is the map's editorial ranking; the article confirms the development separately, not that ranking.
vocab-raw record present: true

assessment-node:concreteproblems:development
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: Concrete Problems in AI Safety
vocab-subject type: atlasEntry
vocab-claim dimension: development
vocab-evidence state: partial
vocab-confidence: medium
vocab-evidence note: The paper is covered contextually by the AI-safety field article; no standalone paper article was found.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-node:concreteproblems:mapStatus
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: Concrete Problems in AI Safety
vocab-subject type: atlasEntry
vocab-claim dimension: mapStatus
vocab-evidence state: editorial_only
vocab-evidence note: “Foundational” is the map's editorial ranking; the article confirms the development separately, not that ranking.
vocab-raw record present: true

assessment-node:rlhf:development
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: RLHF — learning from preferences
vocab-subject type: atlasEntry
vocab-claim dimension: development
vocab-evidence state: confirmed
vocab-confidence: high
vocab-evidence note: Exact development article.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-node:rlhf:mapStatus
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: RLHF — learning from preferences
vocab-subject type: atlasEntry
vocab-claim dimension: mapStatus
vocab-evidence state: editorial_only
vocab-evidence note: “Foundational” is the map's editorial ranking; the article confirms the development separately, not that ranking.
vocab-raw record present: true

assessment-node:fairness:development
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: Fairness & bias (FAccT)
vocab-subject type: atlasEntry
vocab-claim dimension: development
vocab-evidence state: confirmed
vocab-confidence: high
vocab-evidence note: Direct field article; FAccT is institutional context.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-node:fairness:mapStatus
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: Fairness & bias (FAccT)
vocab-subject type: atlasEntry
vocab-claim dimension: mapStatus
vocab-evidence state: editorial_only
vocab-evidence note: “Active” is an editorial assessment of current activity, not a conclusion established by this Wikipedia mapping.
vocab-raw record present: true

assessment-node:advexamples:development
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: Adversarial examples
vocab-subject type: atlasEntry
vocab-claim dimension: development
vocab-evidence state: confirmed
vocab-confidence: high
vocab-evidence note: Direct field article covering adversarial examples.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-node:advexamples:mapStatus
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: Adversarial examples
vocab-subject type: atlasEntry
vocab-claim dimension: mapStatus
vocab-evidence state: editorial_only
vocab-evidence note: “Active” is an editorial assessment of current activity, not a conclusion established by this Wikipedia mapping.
vocab-raw record present: true

assessment-node:interp:development
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: Early interpretability (saliency→circuits)
vocab-subject type: atlasEntry
vocab-claim dimension: development
vocab-evidence state: partial
vocab-confidence: medium
vocab-evidence note: Broad context for early saliency-to-circuits interpretability; the node combines several eras and methods.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-node:interp:mapStatus
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: Early interpretability (saliency→circuits)
vocab-subject type: atlasEntry
vocab-claim dimension: mapStatus
vocab-evidence state: editorial_only
vocab-evidence note: “Active” is an editorial assessment of current activity, not a conclusion established by this Wikipedia mapping.
vocab-raw record present: true

assessment-node:debate:development
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: Debate & amplification (IDA)
vocab-subject type: atlasEntry
vocab-claim dimension: development
vocab-evidence state: partial
vocab-confidence: medium
vocab-evidence note: Closest field article for debate and iterated-distillation/amplification proposals; no standalone method article was found.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-node:debate:mapStatus
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: Debate & amplification (IDA)
vocab-subject type: atlasEntry
vocab-claim dimension: mapStatus
vocab-evidence state: editorial_only
vocab-evidence note: “Dormant” is an editorial assessment; no encyclopedic fate finding is inferred from article or link presence.
vocab-raw record present: true

assessment-node:mechinterp:development
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: Mechanistic interpretability
vocab-subject type: atlasEntry
vocab-claim dimension: development
vocab-evidence state: confirmed
vocab-confidence: high
vocab-evidence note: Exact field article.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-node:mechinterp:mapStatus
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: Mechanistic interpretability
vocab-subject type: atlasEntry
vocab-claim dimension: mapStatus
vocab-evidence state: editorial_only
vocab-evidence note: “Hot frontier” is a time-sensitive editorial assessment, not a conclusion established by this Wikipedia mapping.
vocab-raw record present: true

assessment-node:constitutional:development
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: Constitutional AI & RLAIF
vocab-subject type: atlasEntry
vocab-claim dimension: development
vocab-evidence state: partial
vocab-confidence: medium
vocab-evidence note: Claude's article provides the closest coverage of Anthropic's Constitutional AI/RLAIF method; no standalone method article was found.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-node:constitutional:mapStatus
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: Constitutional AI & RLAIF
vocab-subject type: atlasEntry
vocab-claim dimension: mapStatus
vocab-evidence state: editorial_only
vocab-evidence note: “Active” is an editorial assessment of current activity, not a conclusion established by this Wikipedia mapping.
vocab-raw record present: true

assessment-node:dpo:development
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: DPO & cheap preference tuning
vocab-subject type: atlasEntry
vocab-claim dimension: development
vocab-evidence state: partial
vocab-confidence: medium
vocab-evidence note: Current article context for direct preference optimization; no standalone DPO article was found.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-node:dpo:mapStatus
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: DPO & cheap preference tuning
vocab-subject type: atlasEntry
vocab-claim dimension: mapStatus
vocab-evidence state: editorial_only
vocab-evidence note: “Active” is an editorial assessment of current activity, not a conclusion established by this Wikipedia mapping.
vocab-raw record present: true

assessment-node:jailbreaks:development
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: Jailbreaks & prompt injection
vocab-subject type: atlasEntry
vocab-claim dimension: development
vocab-evidence state: confirmed
vocab-confidence: high
vocab-evidence note: Direct article covering prompt injection and jailbreak attacks.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-node:jailbreaks:mapStatus
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: Jailbreaks & prompt injection
vocab-subject type: atlasEntry
vocab-claim dimension: mapStatus
vocab-evidence state: editorial_only
vocab-evidence note: “Active” is an editorial assessment of current activity, not a conclusion established by this Wikipedia mapping.
vocab-raw record present: true

assessment-node:superalign:development
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: Superalignment (dissolved)
vocab-subject type: atlasEntry
vocab-claim dimension: development
vocab-evidence state: partial
vocab-confidence: medium
vocab-evidence note: Organizational article provides context for the now-dissolved Superalignment team; no standalone initiative article was found.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-node:superalign:mapStatus
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: Superalignment (dissolved)
vocab-subject type: atlasEntry
vocab-claim dimension: mapStatus
vocab-evidence state: confirmed
vocab-confidence: high
vocab-evidence note: The OpenAI page explicitly says OpenAI ended the Superalignment project in May 2024 after its co-leaders left.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-node:w2s:development
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: Scalable oversight & weak-to-strong
vocab-subject type: atlasEntry
vocab-claim dimension: development
vocab-evidence state: partial
vocab-confidence: medium
vocab-evidence note: Field context for scalable oversight and weak-to-strong generalization; no direct combined-method article was found.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-node:w2s:mapStatus
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: Scalable oversight & weak-to-strong
vocab-subject type: atlasEntry
vocab-claim dimension: mapStatus
vocab-evidence state: editorial_only
vocab-evidence note: “Active” is an editorial assessment of current activity, not a conclusion established by this Wikipedia mapping.
vocab-raw record present: true

assessment-node:evals:development
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: Evals & red-teaming discipline
vocab-subject type: atlasEntry
vocab-claim dimension: development
vocab-evidence state: partial
vocab-confidence: medium
vocab-evidence note: Field context for evaluations and AI red-teaming; the node combines practices without one direct article.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-node:evals:mapStatus
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: Evals & red-teaming discipline
vocab-subject type: atlasEntry
vocab-claim dimension: mapStatus
vocab-evidence state: editorial_only
vocab-evidence note: “Hot frontier” is a time-sensitive editorial assessment, not a conclusion established by this Wikipedia mapping.
vocab-raw record present: true

assessment-node:govern:development
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: Governance era (EU AI Act, AISIs)
vocab-subject type: atlasEntry
vocab-claim dimension: development
vocab-evidence state: confirmed
vocab-confidence: high
vocab-evidence note: Direct governance field article covering major regulatory institutions and laws.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-node:govern:mapStatus
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: Governance era (EU AI Act, AISIs)
vocab-subject type: atlasEntry
vocab-claim dimension: mapStatus
vocab-evidence state: editorial_only
vocab-evidence note: “Active” is an editorial assessment of current activity, not a conclusion established by this Wikipedia mapping.
vocab-raw record present: true

assessment-node:provablysafe:development
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: Guaranteed-safe AI
vocab-subject type: atlasEntry
vocab-claim dimension: development
vocab-evidence state: partial
vocab-confidence: medium
vocab-evidence note: Broad context for guaranteed-safe-AI research; no standalone paradigm article was found.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-node:provablysafe:mapStatus
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: Guaranteed-safe AI
vocab-subject type: atlasEntry
vocab-claim dimension: mapStatus
vocab-evidence state: editorial_only
vocab-evidence note: “Dormant” is an editorial assessment; no encyclopedic fate finding is inferred from article or link presence.
vocab-raw record present: true

assessment-node:gap interp:development
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: Reliable interpretability-based control
vocab-subject type: atlasEntry
vocab-claim dimension: development
vocab-evidence state: hypothesis
vocab-evidence note: This is a map hypothesis; Wikipedia absence does not establish that the proposed gap is novel.
vocab-raw record present: true

assessment-node:gap interp:mapStatus
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: Reliable interpretability-based control
vocab-subject type: atlasEntry
vocab-claim dimension: mapStatus
vocab-evidence state: hypothesis
vocab-evidence note: This is explicitly a proposed gap; Wikipedia absence is not evidence that the proposal is novel.
vocab-raw record present: true

assessment-node:gap agents:development
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: Provable agent boundaries
vocab-subject type: atlasEntry
vocab-claim dimension: development
vocab-evidence state: hypothesis
vocab-evidence note: This is a map hypothesis; Wikipedia absence does not establish that the proposed gap is novel.
vocab-raw record present: true

assessment-node:gap agents:mapStatus
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: Provable agent boundaries
vocab-subject type: atlasEntry
vocab-claim dimension: mapStatus
vocab-evidence state: hypothesis
vocab-evidence note: This is explicitly a proposed gap; Wikipedia absence is not evidence that the proposal is novel.
vocab-raw record present: true

assessment-node:moore:development
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: Moore's law
vocab-subject type: atlasEntry
vocab-claim dimension: development
vocab-evidence state: confirmed
vocab-confidence: high
vocab-evidence note: Exact development article.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-node:moore:mapStatus
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: Moore's law
vocab-subject type: atlasEntry
vocab-claim dimension: mapStatus
vocab-evidence state: editorial_only
vocab-evidence note: “Foundational” is the map's editorial ranking; the article confirms the development separately, not that ranking.
vocab-raw record present: true

assessment-node:internetdata:development
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: The web as dataset
vocab-subject type: atlasEntry
vocab-claim dimension: development
vocab-evidence state: partial
vocab-confidence: medium
vocab-evidence note: Concrete web-scale dataset context for the broader 'web as dataset' shift; no single article represents the entire shift.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-node:internetdata:mapStatus
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: The web as dataset
vocab-subject type: atlasEntry
vocab-claim dimension: mapStatus
vocab-evidence state: editorial_only
vocab-evidence note: “Foundational” is the map's editorial ranking; the article confirms the development separately, not that ranking.
vocab-raw record present: true

assessment-node:mturk:development
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: Crowd labeling (MTurk)
vocab-subject type: atlasEntry
vocab-claim dimension: development
vocab-evidence state: confirmed
vocab-confidence: high
vocab-evidence note: Exact platform article used for crowd labeling.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-node:mturk:mapStatus
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: Crowd labeling (MTurk)
vocab-subject type: atlasEntry
vocab-claim dimension: mapStatus
vocab-evidence state: editorial_only
vocab-evidence note: “Foundational” is the map's editorial ranking; the article confirms the development separately, not that ranking.
vocab-raw record present: true

assessment-node:gpgpu:development
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: GPGPU / CUDA
vocab-subject type: atlasEntry
vocab-claim dimension: development
vocab-evidence state: confirmed
vocab-confidence: high
vocab-evidence note: Direct GPGPU article; CUDA is a major implementation named in the node.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-node:gpgpu:mapStatus
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: GPGPU / CUDA
vocab-subject type: atlasEntry
vocab-claim dimension: mapStatus
vocab-evidence state: editorial_only
vocab-evidence note: “Foundational” is the map's editorial ranking; the article confirms the development separately, not that ranking.
vocab-raw record present: true

assessment-node:frameworks:development
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: Autodiff frameworks
vocab-subject type: atlasEntry
vocab-claim dimension: development
vocab-evidence state: partial
vocab-confidence: medium
vocab-evidence note: Core technical context for autodiff frameworks; no single framework article represents the ecosystem shift.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-node:frameworks:mapStatus
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: Autodiff frameworks
vocab-subject type: atlasEntry
vocab-claim dimension: mapStatus
vocab-evidence state: editorial_only
vocab-evidence note: “Foundational” is the map's editorial ranking; the article confirms the development separately, not that ranking.
vocab-raw record present: true

assessment-node:tpu:development
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: AI accelerators (TPU→Ironwood)
vocab-subject type: atlasEntry
vocab-claim dimension: development
vocab-evidence state: confirmed
vocab-confidence: high
vocab-evidence note: Direct accelerator-family article.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-node:tpu:mapStatus
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: AI accelerators (TPU→Ironwood)
vocab-subject type: atlasEntry
vocab-claim dimension: mapStatus
vocab-evidence state: editorial_only
vocab-evidence note: “Foundational” is the map's editorial ranking; the article confirms the development separately, not that ranking.
vocab-raw record present: true

assessment-node:hf:development
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: Model hubs (Hugging Face)
vocab-subject type: atlasEntry
vocab-claim dimension: development
vocab-evidence state: confirmed
vocab-confidence: high
vocab-evidence note: Direct model-hub organization/platform article.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-node:hf:mapStatus
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: Model hubs (Hugging Face)
vocab-subject type: atlasEntry
vocab-claim dimension: mapStatus
vocab-evidence state: editorial_only
vocab-evidence note: “Foundational” is the map's editorial ranking; the article confirms the development separately, not that ranking.
vocab-raw record present: true

assessment-node:distributed:development
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: Distributed training
vocab-subject type: atlasEntry
vocab-claim dimension: development
vocab-evidence state: partial
vocab-confidence: medium
vocab-evidence note: Underlying systems article for distributed model training; replaces the unrelated military training-center match.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-node:distributed:mapStatus
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: Distributed training
vocab-subject type: atlasEntry
vocab-claim dimension: mapStatus
vocab-evidence state: editorial_only
vocab-evidence note: “Foundational” is the map's editorial ranking; the article confirms the development separately, not that ranking.
vocab-raw record present: true

assessment-node:computegap:development
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: Compute concentration
vocab-subject type: atlasEntry
vocab-claim dimension: development
vocab-evidence state: partial
vocab-confidence: medium
vocab-evidence note: Closest current article for concentrated frontier-compute infrastructure; replaces the unrelated concentration-camp match.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-node:computegap:mapStatus
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: Compute concentration
vocab-subject type: atlasEntry
vocab-claim dimension: mapStatus
vocab-evidence state: editorial_only
vocab-evidence note: “Active” is an editorial assessment of current activity, not a conclusion established by this Wikipedia mapping.
vocab-raw record present: true

assessment-node:benchmarkcrisis:development
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: Benchmark saturation & contamination
vocab-subject type: atlasEntry
vocab-claim dimension: development
vocab-evidence state: partial
vocab-confidence: medium
vocab-evidence note: Direct benchmark context; saturation and contamination are issues within the topic, not a standalone development article.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-node:benchmarkcrisis:mapStatus
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: Benchmark saturation & contamination
vocab-subject type: atlasEntry
vocab-claim dimension: mapStatus
vocab-evidence state: editorial_only
vocab-evidence note: “Active” is an editorial assessment of current activity, not a conclusion established by this Wikipedia mapping.
vocab-raw record present: true

assessment-node:datawalls:development
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: Data walls & licensing fights
vocab-subject type: atlasEntry
vocab-claim dimension: development
vocab-evidence state: partial
vocab-confidence: medium
vocab-evidence note: Closest direct context for licensing/data-access disputes; replaces an unrelated fighting result.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-node:datawalls:mapStatus
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: Data walls & licensing fights
vocab-subject type: atlasEntry
vocab-claim dimension: mapStatus
vocab-evidence state: editorial_only
vocab-evidence note: “Active” is an editorial assessment of current activity, not a conclusion established by this Wikipedia mapping.
vocab-raw record present: true

assessment-node:mcp:development
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: Agent infrastructure (MCP)
vocab-subject type: atlasEntry
vocab-claim dimension: development
vocab-evidence state: confirmed
vocab-confidence: high
vocab-evidence note: Exact protocol article found by expanded-name search.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-node:mcp:mapStatus
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: Agent infrastructure (MCP)
vocab-subject type: atlasEntry
vocab-claim dimension: mapStatus
vocab-evidence state: editorial_only
vocab-evidence note: “Hot frontier” is a time-sensitive editorial assessment, not a conclusion established by this Wikipedia mapping.
vocab-raw record present: true

assessment-node:inferecon:development
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: Inference economics
vocab-subject type: atlasEntry
vocab-claim dimension: development
vocab-evidence state: partial
vocab-confidence: medium
vocab-evidence note: Closest current article for inference-serving economics and infrastructure; no direct economics article was found.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-node:inferecon:mapStatus
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: Inference economics
vocab-subject type: atlasEntry
vocab-claim dimension: mapStatus
vocab-evidence state: editorial_only
vocab-evidence note: “Hot frontier” is a time-sensitive editorial assessment, not a conclusion established by this Wikipedia mapping.
vocab-raw record present: true

assessment-node:energy:development
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: Energy & datacenter buildout
vocab-subject type: atlasEntry
vocab-claim dimension: development
vocab-evidence state: confirmed
vocab-confidence: high
vocab-evidence note: Direct infrastructure article for AI energy and datacenter buildout.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-node:energy:mapStatus
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: Energy & datacenter buildout
vocab-subject type: atlasEntry
vocab-claim dimension: mapStatus
vocab-evidence state: editorial_only
vocab-evidence note: “Active” is an editorial assessment of current activity, not a conclusion established by this Wikipedia mapping.
vocab-raw record present: true

assessment-node:alphachip:development
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: AI designs chips (AlphaChip)
vocab-subject type: atlasEntry
vocab-claim dimension: development
vocab-evidence state: confirmed
vocab-confidence: high
vocab-evidence note: Exact system article.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-node:alphachip:mapStatus
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: AI designs chips (AlphaChip)
vocab-subject type: atlasEntry
vocab-claim dimension: mapStatus
vocab-evidence state: editorial_only
vocab-evidence note: “Active” is an editorial assessment of current activity, not a conclusion established by this Wikipedia mapping.
vocab-raw record present: true

assessment-node:gap data:development
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: Post-data-wall learning
vocab-subject type: atlasEntry
vocab-claim dimension: development
vocab-evidence state: hypothesis
vocab-evidence note: This is a map hypothesis; Wikipedia absence does not establish that the proposed gap is novel.
vocab-raw record present: true

assessment-node:gap data:mapStatus
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: Post-data-wall learning
vocab-subject type: atlasEntry
vocab-claim dimension: mapStatus
vocab-evidence state: hypothesis
vocab-evidence note: This is explicitly a proposed gap; Wikipedia absence is not evidence that the proposal is novel.
vocab-raw record present: true

assessment-node:alphafold:development
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: AlphaFold 2
vocab-subject type: atlasEntry
vocab-claim dimension: development
vocab-evidence state: confirmed
vocab-confidence: high
vocab-evidence note: Direct system/family article covering AlphaFold 2.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-node:alphafold:mapStatus
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: AlphaFold 2
vocab-subject type: atlasEntry
vocab-claim dimension: mapStatus
vocab-evidence state: editorial_only
vocab-evidence note: “Foundational” is the map's editorial ranking; the article confirms the development separately, not that ranking.
vocab-raw record present: true

assessment-node:proteinlm:development
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: Protein LMs & generative design
vocab-subject type: atlasEntry
vocab-claim dimension: development
vocab-evidence state: partial
vocab-confidence: medium
vocab-evidence note: Broad domain context for protein language models and generative protein design; no direct Wikipedia article was found.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-node:proteinlm:mapStatus
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: Protein LMs & generative design
vocab-subject type: atlasEntry
vocab-claim dimension: mapStatus
vocab-evidence state: editorial_only
vocab-evidence note: “Active” is an editorial assessment of current activity, not a conclusion established by this Wikipedia mapping.
vocab-raw record present: true

assessment-node:alphafold3:development
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: AlphaFold 3 & interactions
vocab-subject type: atlasEntry
vocab-claim dimension: development
vocab-evidence state: confirmed
vocab-confidence: high
vocab-evidence note: The family article covers AlphaFold 3 and interaction prediction.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-node:alphafold3:mapStatus
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: AlphaFold 3 & interactions
vocab-subject type: atlasEntry
vocab-claim dimension: mapStatus
vocab-evidence state: editorial_only
vocab-evidence note: “Active” is an editorial assessment of current activity, not a conclusion established by this Wikipedia mapping.
vocab-raw record present: true

assessment-node:weather:development
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: AI weather (GraphCast→GenCast)
vocab-subject type: atlasEntry
vocab-claim dimension: development
vocab-evidence state: partial
vocab-confidence: medium
vocab-evidence note: Field article provides context for GraphCast/GenCast; neither had a standalone article in the targeted search.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-node:weather:mapStatus
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: AI weather (GraphCast→GenCast)
vocab-subject type: atlasEntry
vocab-claim dimension: mapStatus
vocab-evidence state: editorial_only
vocab-evidence note: “Foundational” is the map's editorial ranking; the article confirms the development separately, not that ranking.
vocab-raw record present: true

assessment-node:materials:development
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: Materials discovery (GNoME)
vocab-subject type: atlasEntry
vocab-claim dimension: development
vocab-evidence state: partial
vocab-confidence: medium
vocab-evidence note: Broad applications context for GNoME materials discovery; no standalone GNoME article was found.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-node:materials:mapStatus
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: Materials discovery (GNoME)
vocab-subject type: atlasEntry
vocab-claim dimension: mapStatus
vocab-evidence state: editorial_only
vocab-evidence note: “Active” is an editorial assessment of current activity, not a conclusion established by this Wikipedia mapping.
vocab-raw record present: true

assessment-node:fusion:development
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: Plasma & fusion control
vocab-subject type: atlasEntry
vocab-claim dimension: development
vocab-evidence state: partial
vocab-confidence: medium
vocab-evidence note: Domain context for ML plasma/fusion control; no standalone AI-control development article was found.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-node:fusion:mapStatus
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: Plasma & fusion control
vocab-subject type: atlasEntry
vocab-claim dimension: mapStatus
vocab-evidence state: editorial_only
vocab-evidence note: “Active” is an editorial assessment of current activity, not a conclusion established by this Wikipedia mapping.
vocab-raw record present: true

assessment-node:mathai:development
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: AI mathematics (IMO gold)
vocab-subject type: atlasEntry
vocab-claim dimension: development
vocab-evidence state: partial
vocab-confidence: medium
vocab-evidence note: Representative direct system article for the AlphaProof/AlphaGeometry IMO result; no AlphaProof article was found.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-node:mathai:mapStatus
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: AI mathematics (IMO gold)
vocab-subject type: atlasEntry
vocab-claim dimension: mapStatus
vocab-evidence state: editorial_only
vocab-evidence note: “Hot frontier” is a time-sensitive editorial assessment, not a conclusion established by this Wikipedia mapping.
vocab-raw record present: true

assessment-node:medicine:development
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: Medical AI deployment
vocab-subject type: atlasEntry
vocab-claim dimension: development
vocab-evidence state: confirmed
vocab-confidence: high
vocab-evidence note: Direct deployment-domain article.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-node:medicine:mapStatus
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: Medical AI deployment
vocab-subject type: atlasEntry
vocab-claim dimension: mapStatus
vocab-evidence state: editorial_only
vocab-evidence note: “Active” is an editorial assessment of current activity, not a conclusion established by this Wikipedia mapping.
vocab-raw record present: true

assessment-node:genomics:development
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: Genomics models (AlphaGenome, Evo)
vocab-subject type: atlasEntry
vocab-claim dimension: development
vocab-evidence state: partial
vocab-confidence: medium
vocab-evidence note: Direct for one named genomics model and contextual for the broader node, which also includes Evo.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-node:genomics:mapStatus
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: Genomics models (AlphaGenome, Evo)
vocab-subject type: atlasEntry
vocab-claim dimension: mapStatus
vocab-evidence state: editorial_only
vocab-evidence note: “Active” is an editorial assessment of current activity, not a conclusion established by this Wikipedia mapping.
vocab-raw record present: true

assessment-node:sciagents:development
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: AI co-scientists
vocab-subject type: atlasEntry
vocab-claim dimension: development
vocab-evidence state: partial
vocab-confidence: medium
vocab-evidence note: Broad context for AI co-scientists; no direct co-scientist article was found.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-node:sciagents:mapStatus
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: AI co-scientists
vocab-subject type: atlasEntry
vocab-claim dimension: mapStatus
vocab-evidence state: editorial_only
vocab-evidence note: “Hot frontier” is a time-sensitive editorial assessment, not a conclusion established by this Wikipedia mapping.
vocab-raw record present: true

assessment-node:gap scilab:development
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: General-purpose autonomous scientist
vocab-subject type: atlasEntry
vocab-claim dimension: development
vocab-evidence state: hypothesis
vocab-evidence note: This is a map hypothesis; Wikipedia absence does not establish that the proposed gap is novel.
vocab-raw record present: true

assessment-node:gap scilab:mapStatus
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: General-purpose autonomous scientist
vocab-subject type: atlasEntry
vocab-claim dimension: mapStatus
vocab-evidence state: hypothesis
vocab-evidence note: This is explicitly a proposed gap; Wikipedia absence is not evidence that the proposal is novel.
vocab-raw record present: true

assessment-node:subword:development
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: Subword tokenization (BPE → SentencePiece)
vocab-subject type: atlasEntry
vocab-claim dimension: development
vocab-evidence state: not_assessed
vocab-raw record present: false

assessment-node:subword:mapStatus
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: Subword tokenization (BPE → SentencePiece)
vocab-subject type: atlasEntry
vocab-claim dimension: mapStatus
vocab-evidence state: not_assessed
vocab-raw record present: false

assessment-node:modelleak:development
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: Privacy attacks & model leakage
vocab-subject type: atlasEntry
vocab-claim dimension: development
vocab-evidence state: not_assessed
vocab-raw record present: false

assessment-node:modelleak:mapStatus
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: Privacy attacks & model leakage
vocab-subject type: atlasEntry
vocab-claim dimension: mapStatus
vocab-evidence state: not_assessed
vocab-raw record present: false

assessment-node:oodshift:development
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: Distribution shift & OOD detection
vocab-subject type: atlasEntry
vocab-claim dimension: development
vocab-evidence state: not_assessed
vocab-raw record present: false

assessment-node:oodshift:mapStatus
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: Distribution shift & OOD detection
vocab-subject type: atlasEntry
vocab-claim dimension: mapStatus
vocab-evidence state: not_assessed
vocab-raw record present: false

assessment-node:imitation:development
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: Modern imitation learning (DAgger → GAIL)
vocab-subject type: atlasEntry
vocab-claim dimension: development
vocab-evidence state: not_assessed
vocab-raw record present: false

assessment-node:imitation:mapStatus
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: Modern imitation learning (DAgger → GAIL)
vocab-subject type: atlasEntry
vocab-claim dimension: mapStatus
vocab-evidence state: not_assessed
vocab-raw record present: false

assessment-node:continuousrl:development
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: Deep continuous control (DDPG → SAC)
vocab-subject type: atlasEntry
vocab-claim dimension: development
vocab-evidence state: not_assessed
vocab-raw record present: false

assessment-node:continuousrl:mapStatus
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: Deep continuous control (DDPG → SAC)
vocab-subject type: atlasEntry
vocab-claim dimension: mapStatus
vocab-evidence state: not_assessed
vocab-raw record present: false

assessment-node:mixedprecision:development
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: Mixed-precision training
vocab-subject type: atlasEntry
vocab-claim dimension: development
vocab-evidence state: not_assessed
vocab-raw record present: false

assessment-node:mixedprecision:mapStatus
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: Mixed-precision training
vocab-subject type: atlasEntry
vocab-claim dimension: mapStatus
vocab-evidence state: not_assessed
vocab-raw record present: false

assessment-node:vqcodes:development
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: Discrete neural representations & codecs
vocab-subject type: atlasEntry
vocab-claim dimension: development
vocab-evidence state: not_assessed
vocab-raw record present: false

assessment-node:vqcodes:mapStatus
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: Discrete neural representations & codecs
vocab-subject type: atlasEntry
vocab-claim dimension: mapStatus
vocab-evidence state: not_assessed
vocab-raw record present: false

assessment-node:neuralverify:development
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: Neural robustness & formal verification
vocab-subject type: atlasEntry
vocab-claim dimension: development
vocab-evidence state: not_assessed
vocab-raw record present: false

assessment-node:neuralverify:mapStatus
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: Neural robustness & formal verification
vocab-subject type: atlasEntry
vocab-claim dimension: mapStatus
vocab-evidence state: not_assessed
vocab-raw record present: false

assessment-node:backdoors:development
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: Data poisoning & model backdoors
vocab-subject type: atlasEntry
vocab-claim dimension: development
vocab-evidence state: not_assessed
vocab-raw record present: false

assessment-node:backdoors:mapStatus
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: Data poisoning & model backdoors
vocab-subject type: atlasEntry
vocab-claim dimension: mapStatus
vocab-evidence state: not_assessed
vocab-raw record present: false

assessment-node:pinn:development
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: Physics-informed neural networks
vocab-subject type: atlasEntry
vocab-claim dimension: development
vocab-evidence state: not_assessed
vocab-raw record present: false

assessment-node:pinn:mapStatus
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: Physics-informed neural networks
vocab-subject type: atlasEntry
vocab-claim dimension: mapStatus
vocab-evidence state: not_assessed
vocab-raw record present: false

assessment-node:equivariance:development
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: Equivariant & geometric deep learning
vocab-subject type: atlasEntry
vocab-claim dimension: development
vocab-evidence state: not_assessed
vocab-raw record present: false

assessment-node:equivariance:mapStatus
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: Equivariant & geometric deep learning
vocab-subject type: atlasEntry
vocab-claim dimension: mapStatus
vocab-evidence state: not_assessed
vocab-raw record present: false

assessment-node:goalmisgen:development
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: Inner alignment & goal misgeneralization
vocab-subject type: atlasEntry
vocab-claim dimension: development
vocab-evidence state: not_assessed
vocab-raw record present: false

assessment-node:goalmisgen:mapStatus
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: Inner alignment & goal misgeneralization
vocab-subject type: atlasEntry
vocab-claim dimension: mapStatus
vocab-evidence state: not_assessed
vocab-raw record present: false

assessment-node:mlcompiler:development
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: ML compilers & tensor/kernel IRs
vocab-subject type: atlasEntry
vocab-claim dimension: development
vocab-evidence state: not_assessed
vocab-raw record present: false

assessment-node:mlcompiler:mapStatus
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: ML compilers & tensor/kernel IRs
vocab-subject type: atlasEntry
vocab-claim dimension: mapStatus
vocab-evidence state: not_assessed
vocab-raw record present: false

assessment-node:selfdrivinglab:development
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: Self-driving laboratories
vocab-subject type: atlasEntry
vocab-claim dimension: development
vocab-evidence state: not_assessed
vocab-raw record present: false

assessment-node:selfdrivinglab:mapStatus
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: Self-driving laboratories
vocab-subject type: atlasEntry
vocab-claim dimension: mapStatus
vocab-evidence state: not_assessed
vocab-raw record present: false

assessment-node:denseretrieval:development
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: Dense neural retrieval & dual encoders
vocab-subject type: atlasEntry
vocab-claim dimension: development
vocab-evidence state: not_assessed
vocab-raw record present: false

assessment-node:denseretrieval:mapStatus
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: Dense neural retrieval & dual encoders
vocab-subject type: atlasEntry
vocab-claim dimension: mapStatus
vocab-evidence state: not_assessed
vocab-raw record present: false

assessment-node:neuraloperator:development
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: Neural operators & learned PDE solvers
vocab-subject type: atlasEntry
vocab-claim dimension: development
vocab-evidence state: not_assessed
vocab-raw record present: false

assessment-node:neuraloperator:mapStatus
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: Neural operators & learned PDE solvers
vocab-subject type: atlasEntry
vocab-claim dimension: mapStatus
vocab-evidence state: not_assessed
vocab-raw record present: false

assessment-node:speechfm:development
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: Speech foundation models (wav2vec 2.0 → Whisper)
vocab-subject type: atlasEntry
vocab-claim dimension: development
vocab-evidence state: not_assessed
vocab-raw record present: false

assessment-node:speechfm:mapStatus
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: Speech foundation models (wav2vec 2.0 → Whisper)
vocab-subject type: atlasEntry
vocab-claim dimension: mapStatus
vocab-evidence state: not_assessed
vocab-raw record present: false

assessment-node:instructiontune:development
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: Instruction tuning
vocab-subject type: atlasEntry
vocab-claim dimension: development
vocab-evidence state: not_assessed
vocab-raw record present: false

assessment-node:instructiontune:mapStatus
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: Instruction tuning
vocab-subject type: atlasEntry
vocab-claim dimension: mapStatus
vocab-evidence state: not_assessed
vocab-raw record present: false

assessment-node:flowmatching:development
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: Flow matching & rectified flow
vocab-subject type: atlasEntry
vocab-claim dimension: development
vocab-evidence state: not_assessed
vocab-raw record present: false

assessment-node:flowmatching:mapStatus
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: Flow matching & rectified flow
vocab-subject type: atlasEntry
vocab-claim dimension: mapStatus
vocab-evidence state: not_assessed
vocab-raw record present: false

assessment-node:llmserving:development
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: LLM inference & serving systems
vocab-subject type: atlasEntry
vocab-claim dimension: development
vocab-evidence state: not_assessed
vocab-raw record present: false

assessment-node:llmserving:mapStatus
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: LLM inference & serving systems
vocab-subject type: atlasEntry
vocab-claim dimension: mapStatus
vocab-evidence state: not_assessed
vocab-raw record present: false

assessment-node:agentbench:development
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: Interactive agent benchmarks
vocab-subject type: atlasEntry
vocab-claim dimension: development
vocab-evidence state: not_assessed
vocab-raw record present: false

assessment-node:agentbench:mapStatus
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: Interactive agent benchmarks
vocab-subject type: atlasEntry
vocab-claim dimension: mapStatus
vocab-evidence state: not_assessed
vocab-raw record present: false

assessment-node:visuomotor:development
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: Generative visuomotor policies
vocab-subject type: atlasEntry
vocab-claim dimension: development
vocab-evidence state: not_assessed
vocab-raw record present: false

assessment-node:visuomotor:mapStatus
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: Generative visuomotor policies
vocab-subject type: atlasEntry
vocab-claim dimension: mapStatus
vocab-evidence state: not_assessed
vocab-raw record present: false

assessment-node:modelediting:development
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: Model editing & activation steering
vocab-subject type: atlasEntry
vocab-claim dimension: development
vocab-evidence state: not_assessed
vocab-raw record present: false

assessment-node:modelediting:mapStatus
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: Model editing & activation steering
vocab-subject type: atlasEntry
vocab-claim dimension: mapStatus
vocab-evidence state: not_assessed
vocab-raw record present: false

assessment-node:aicontrol:development
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: AI control protocols
vocab-subject type: atlasEntry
vocab-claim dimension: development
vocab-evidence state: not_assessed
vocab-raw record present: false

assessment-node:aicontrol:mapStatus
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: AI control protocols
vocab-subject type: atlasEntry
vocab-claim dimension: mapStatus
vocab-evidence state: not_assessed
vocab-raw record present: false

assessment-node:selfgenagents:development
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: Self-generated curricula & self-editing agents
vocab-subject type: atlasEntry
vocab-claim dimension: development
vocab-evidence state: not_assessed
vocab-raw record present: false

assessment-node:selfgenagents:mapStatus
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: Self-generated curricula & self-editing agents
vocab-subject type: atlasEntry
vocab-claim dimension: mapStatus
vocab-evidence state: not_assessed
vocab-raw record present: false

assessment-node:maml:development
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: Deep meta-learning (MAML)
vocab-subject type: atlasEntry
vocab-claim dimension: development
vocab-evidence state: not_assessed
vocab-raw record present: false

assessment-node:maml:mapStatus
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: Deep meta-learning (MAML)
vocab-subject type: atlasEntry
vocab-claim dimension: mapStatus
vocab-evidence state: not_assessed
vocab-raw record present: false

assessment-node:mapelites:development
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: Quality-diversity search (MAP-Elites)
vocab-subject type: atlasEntry
vocab-claim dimension: development
vocab-evidence state: not_assessed
vocab-raw record present: false

assessment-node:mapelites:mapStatus
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: Quality-diversity search (MAP-Elites)
vocab-subject type: atlasEntry
vocab-claim dimension: mapStatus
vocab-evidence state: not_assessed
vocab-raw record present: false

assessment-node:neuralprog:development
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: Neural-guided program synthesis
vocab-subject type: atlasEntry
vocab-claim dimension: development
vocab-evidence state: not_assessed
vocab-raw record present: false

assessment-node:neuralprog:mapStatus
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: Neural-guided program synthesis
vocab-subject type: atlasEntry
vocab-claim dimension: mapStatus
vocab-evidence state: not_assessed
vocab-raw record present: false

assessment-node:optimaltransport:development
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: Computational optimal transport
vocab-subject type: atlasEntry
vocab-claim dimension: development
vocab-evidence state: not_assessed
vocab-raw record present: false

assessment-node:optimaltransport:mapStatus
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: Computational optimal transport
vocab-subject type: atlasEntry
vocab-claim dimension: mapStatus
vocab-evidence state: not_assessed
vocab-raw record present: false

assessment-node:nucleus:development
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: Nucleus sampling & decoding controls
vocab-subject type: atlasEntry
vocab-claim dimension: development
vocab-evidence state: not_assessed
vocab-raw record present: false

assessment-node:nucleus:mapStatus
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: Nucleus sampling & decoding controls
vocab-subject type: atlasEntry
vocab-claim dimension: mapStatus
vocab-evidence state: not_assessed
vocab-raw record present: false

assessment-node:unlearning:development
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: Machine unlearning
vocab-subject type: atlasEntry
vocab-claim dimension: development
vocab-evidence state: not_assessed
vocab-raw record present: false

assessment-node:unlearning:mapStatus
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: Machine unlearning
vocab-subject type: atlasEntry
vocab-claim dimension: mapStatus
vocab-evidence state: not_assessed
vocab-raw record present: false

assessment-node:groundedplanning:development
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: Language-grounded embodied planning
vocab-subject type: atlasEntry
vocab-claim dimension: development
vocab-evidence state: not_assessed
vocab-raw record present: false

assessment-node:groundedplanning:mapStatus
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: Language-grounded embodied planning
vocab-subject type: atlasEntry
vocab-claim dimension: mapStatus
vocab-evidence state: not_assessed
vocab-raw record present: false

assessment-relationship:logicprog>godel:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-logicprog>godel:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: indirect
vocab-confidence: medium
vocab-evidence note: The reviewed endpoint articles cross-link; this is contextual evidence, not causal confirmation.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-relationship:logicprog>turing36:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-logicprog>turing36:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: not_found
vocab-confidence: low
vocab-evidence note: No cross-link was found between the reviewed endpoint pages; link absence does not disprove this map relationship.
vocab-raw record present: true

assessment-relationship:godel>turing36:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-godel>turing36:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: indirect
vocab-confidence: medium
vocab-evidence note: The reviewed endpoint articles cross-link; this is contextual evidence, not causal confirmation.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-relationship:logicprog>shannon37:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-logicprog>shannon37:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: not_found
vocab-confidence: low
vocab-evidence note: No cross-link was found between the reviewed endpoint pages; link absence does not disprove this map relationship.
vocab-raw record present: true

assessment-relationship:turing36>mcculloch43:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-turing36>mcculloch43:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: indirect
vocab-confidence: medium
vocab-evidence note: The reviewed “Artificial neuron” article links to “Turing machine”; this is contextual, not causal, evidence.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-relationship:logicprog>mcculloch43:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-logicprog>mcculloch43:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: not_found
vocab-confidence: low
vocab-evidence note: No cross-link was found between the reviewed endpoint pages; link absence does not disprove this map relationship.
vocab-raw record present: true

assessment-relationship:turing36>vonneumann45:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-turing36>vonneumann45:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: indirect
vocab-confidence: medium
vocab-evidence note: The reviewed “Turing machine” article links to “Stored-program computer”; this is contextual, not causal, evidence.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-relationship:mcculloch43>wiener48:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-mcculloch43>wiener48:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: not_found
vocab-confidence: low
vocab-evidence note: No cross-link was found between the reviewed endpoint pages; link absence does not disprove this map relationship.
vocab-raw record present: true

assessment-relationship:markov>shannon48:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-markov>shannon48:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: indirect
vocab-confidence: medium
vocab-evidence note: The reviewed “Markov chain” article links to “Information theory”; this is contextual, not causal, evidence.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-relationship:shannon37>shannon48:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-shannon37>shannon48:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: not_found
vocab-confidence: low
vocab-evidence note: No cross-link was found between the reviewed endpoint pages; link absence does not disprove this map relationship.
vocab-raw record present: true

assessment-relationship:mcculloch43>hebb49:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-mcculloch43>hebb49:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: indirect
vocab-confidence: medium
vocab-evidence note: The reviewed endpoint articles cross-link; this is contextual evidence, not causal confirmation.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-relationship:turing36>turingtest:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-turing36>turingtest:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: indirect
vocab-confidence: medium
vocab-evidence note: The reviewed endpoint articles cross-link; this is contextual evidence, not causal confirmation.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-relationship:turingtest>dartmouth:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-turingtest>dartmouth:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: not_found
vocab-confidence: low
vocab-evidence note: No cross-link was found between the reviewed endpoint pages; link absence does not disprove this map relationship.
vocab-raw record present: true

assessment-relationship:wiener48>dartmouth:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-wiener48>dartmouth:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: indirect
vocab-confidence: medium
vocab-evidence note: The reviewed endpoint articles cross-link; this is contextual evidence, not causal confirmation.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-relationship:shannon48>cogrev:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-shannon48>cogrev:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: not_found
vocab-confidence: low
vocab-evidence note: No cross-link was found between the reviewed endpoint pages; link absence does not disprove this map relationship.
vocab-raw record present: true

assessment-relationship:turingtest>cogrev:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-turingtest>cogrev:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: not_found
vocab-confidence: low
vocab-evidence note: No cross-link was found between the reviewed endpoint pages; link absence does not disprove this map relationship.
vocab-raw record present: true

assessment-relationship:hebb49>hubel59:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-hebb49>hubel59:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: not_found
vocab-confidence: low
vocab-evidence note: No cross-link was found between the reviewed endpoint pages; link absence does not disprove this map relationship.
vocab-raw record present: true

assessment-relationship:shannon48>solomonoff:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-shannon48>solomonoff:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: not_found
vocab-confidence: low
vocab-evidence note: No cross-link was found between the reviewed endpoint pages; link absence does not disprove this map relationship.
vocab-raw record present: true

assessment-relationship:turing36>solomonoff:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-turing36>solomonoff:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: not_found
vocab-confidence: low
vocab-evidence note: No cross-link was found between the reviewed endpoint pages; link absence does not disprove this map relationship.
vocab-raw record present: true

assessment-relationship:shannon48>kolmo:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-shannon48>kolmo:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: indirect
vocab-confidence: medium
vocab-evidence note: The reviewed endpoint articles cross-link; this is contextual evidence, not causal confirmation.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-relationship:turing36>kolmo:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-turing36>kolmo:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: indirect
vocab-confidence: medium
vocab-evidence note: The reviewed endpoint articles cross-link; this is contextual evidence, not causal confirmation.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-relationship:turing36>complexity71:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-turing36>complexity71:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: indirect
vocab-confidence: medium
vocab-evidence note: The reviewed “NP-completeness” article links to “Turing machine”; this is contextual, not causal, evidence.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-relationship:turingtest>chineseroom:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-turingtest>chineseroom:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: indirect
vocab-confidence: medium
vocab-evidence note: The reviewed endpoint articles cross-link; this is contextual evidence, not causal confirmation.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-relationship:pdp86>conndebate:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-pdp86>conndebate:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: not_found
vocab-confidence: low
vocab-evidence note: Both developments map to one article, so no distinct article cross-link supports this relationship; this is not disproof.
vocab-raw record present: true

assessment-relationship:chomsky>conndebate:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-chomsky>conndebate:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: not_found
vocab-confidence: low
vocab-evidence note: No cross-link was found between the reviewed endpoint pages; link absence does not disprove this map relationship.
vocab-raw record present: true

assessment-relationship:wiener48>freeenergy:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-wiener48>freeenergy:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: indirect
vocab-confidence: medium
vocab-evidence note: The reviewed “Free energy principle” article links to “Cybernetics”; this is contextual, not causal, evidence.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-relationship:bayesnets>freeenergy:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-bayesnets>freeenergy:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: not_found
vocab-confidence: low
vocab-evidence note: No cross-link was found between the reviewed endpoint pages; link absence does not disprove this map relationship.
vocab-raw record present: true

assessment-relationship:freeenergy>gap activeinf:gap
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-freeenergy>gap activeinf:gap
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: hypothesis
vocab-evidence note: This proposed combination is a map hypothesis; Wikipedia absence does not establish novelty.
vocab-raw record present: true

assessment-relationship:modelbased>gap activeinf:gap
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-modelbased>gap activeinf:gap
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: hypothesis
vocab-evidence note: This proposed combination is a map hypothesis; Wikipedia absence does not establish novelty.
vocab-raw record present: true

assessment-relationship:dartmouth>lt56:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-dartmouth>lt56:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: indirect
vocab-confidence: medium
vocab-evidence note: The reviewed “Logic Theorist” article links to “Dartmouth workshop”; this is contextual, not causal, evidence.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-relationship:logicprog>lt56:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-logicprog>lt56:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: not_found
vocab-confidence: low
vocab-evidence note: No cross-link was found between the reviewed endpoint pages; link absence does not disprove this map relationship.
vocab-raw record present: true

assessment-relationship:dartmouth>lisp:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-dartmouth>lisp:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: indirect
vocab-confidence: medium
vocab-evidence note: The reviewed endpoint articles cross-link; this is contextual evidence, not causal confirmation.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-relationship:lt56>gps:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-lt56>gps:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: indirect
vocab-confidence: medium
vocab-evidence note: The reviewed endpoint articles cross-link; this is contextual evidence, not causal confirmation.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-relationship:cogrev>gps:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-cogrev>gps:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: not_found
vocab-confidence: low
vocab-evidence note: No cross-link was found between the reviewed endpoint pages; link absence does not disprove this map relationship.
vocab-raw record present: true

assessment-relationship:lisp>advicetaker:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-lisp>advicetaker:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: not_found
vocab-confidence: low
vocab-evidence note: No cross-link was found between the reviewed endpoint pages; link absence does not disprove this map relationship.
vocab-raw record present: true

assessment-relationship:logicprog>advicetaker:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-logicprog>advicetaker:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: not_found
vocab-confidence: low
vocab-evidence note: No cross-link was found between the reviewed endpoint pages; link absence does not disprove this map relationship.
vocab-raw record present: true

assessment-relationship:advicetaker>resolution:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-advicetaker>resolution:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: not_found
vocab-confidence: low
vocab-evidence note: No cross-link was found between the reviewed endpoint pages; link absence does not disprove this map relationship.
vocab-raw record present: true

assessment-relationship:lt56>dendral:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-lt56>dendral:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: not_found
vocab-confidence: low
vocab-evidence note: No cross-link was found between the reviewed endpoint pages; link absence does not disprove this map relationship.
vocab-raw record present: true

assessment-relationship:cogrev>semanticnets:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-cogrev>semanticnets:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: not_found
vocab-confidence: low
vocab-evidence note: No cross-link was found between the reviewed endpoint pages; link absence does not disprove this map relationship.
vocab-raw record present: true

assessment-relationship:lt56>shrdlu:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-lt56>shrdlu:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: not_found
vocab-confidence: low
vocab-evidence note: No cross-link was found between the reviewed endpoint pages; link absence does not disprove this map relationship.
vocab-raw record present: true

assessment-relationship:chomsky>shrdlu:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-chomsky>shrdlu:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: not_found
vocab-confidence: low
vocab-evidence note: No cross-link was found between the reviewed endpoint pages; link absence does not disprove this map relationship.
vocab-raw record present: true

assessment-relationship:resolution>prolog:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-resolution>prolog:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: indirect
vocab-confidence: medium
vocab-evidence note: The reviewed “Prolog” article links to “Resolution (logic)”; this is contextual, not causal, evidence.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-relationship:shrdlu>lighthill:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-shrdlu>lighthill:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: indirect
vocab-confidence: medium
vocab-evidence note: The reviewed “Lighthill report” article links to “SHRDLU”; this is contextual, not causal, evidence.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-relationship:perceptronsbook>lighthill:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-perceptronsbook>lighthill:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: not_found
vocab-confidence: low
vocab-evidence note: No cross-link was found between the reviewed endpoint pages; link absence does not disprove this map relationship.
vocab-raw record present: true

assessment-relationship:dendral>mycin:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-dendral>mycin:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: indirect
vocab-confidence: medium
vocab-evidence note: The reviewed “Dendral” article links to “Mycin”; this is contextual, not causal, evidence.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-relationship:semanticnets>frames:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-semanticnets>frames:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: indirect
vocab-confidence: medium
vocab-evidence note: The reviewed “Frame (artificial intelligence)” article links to “Semantic network”; this is contextual, not causal, evidence.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-relationship:gps>ameurisko:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-gps>ameurisko:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: not_found
vocab-confidence: low
vocab-evidence note: No cross-link was found between the reviewed endpoint pages; link absence does not disprove this map relationship.
vocab-raw record present: true

assessment-relationship:gps>blackboard:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-gps>blackboard:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: not_found
vocab-confidence: low
vocab-evidence note: No cross-link was found between the reviewed endpoint pages; link absence does not disprove this map relationship.
vocab-raw record present: true

assessment-relationship:mycin>xcon:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-mycin>xcon:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: indirect
vocab-confidence: medium
vocab-evidence note: The reviewed endpoint articles cross-link; this is contextual evidence, not causal confirmation.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-relationship:advicetaker>nonmono:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-advicetaker>nonmono:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: not_found
vocab-confidence: low
vocab-evidence note: No cross-link was found between the reviewed endpoint pages; link absence does not disprove this map relationship.
vocab-raw record present: true

assessment-relationship:frames>nonmono:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-frames>nonmono:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: not_found
vocab-confidence: low
vocab-evidence note: No cross-link was found between the reviewed endpoint pages; link absence does not disprove this map relationship.
vocab-raw record present: true

assessment-relationship:mycin>expertshells:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-mycin>expertshells:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: indirect
vocab-confidence: medium
vocab-evidence note: The reviewed endpoint articles cross-link; this is contextual evidence, not causal confirmation.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-relationship:xcon>expertshells:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-xcon>expertshells:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: indirect
vocab-confidence: medium
vocab-evidence note: The reviewed “Expert system” article links to “Xcon”; this is contextual, not causal, evidence.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-relationship:lispmachines>expertshells:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-lispmachines>expertshells:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: indirect
vocab-confidence: medium
vocab-evidence note: The reviewed “Expert system” article links to “Lisp machine”; this is contextual, not causal, evidence.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-relationship:lisp>lispmachines:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-lisp>lispmachines:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: indirect
vocab-confidence: medium
vocab-evidence note: The reviewed endpoint articles cross-link; this is contextual evidence, not causal confirmation.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-relationship:prolog>fifthgen:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-prolog>fifthgen:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: indirect
vocab-confidence: medium
vocab-evidence note: The reviewed “Fifth Generation Computer Systems” article links to “Prolog”; this is contextual, not causal, evidence.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-relationship:gps>soar:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-gps>soar:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: not_found
vocab-confidence: low
vocab-evidence note: No cross-link was found between the reviewed endpoint pages; link absence does not disprove this map relationship.
vocab-raw record present: true

assessment-relationship:frames>cbr:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-frames>cbr:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: indirect
vocab-confidence: medium
vocab-evidence note: The reviewed “Frame (artificial intelligence)” article links to “Case-based reasoning”; this is contextual, not causal, evidence.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-relationship:frames>cyc:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-frames>cyc:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: indirect
vocab-confidence: medium
vocab-evidence note: The reviewed “Frame (artificial intelligence)” article links to “Cyc”; this is contextual, not causal, evidence.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-relationship:ameurisko>cyc:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-ameurisko>cyc:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: indirect
vocab-confidence: medium
vocab-evidence note: The reviewed “Eurisko” article links to “Cyc”; this is contextual, not causal, evidence.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-relationship:expertshells>aiwinter2:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-expertshells>aiwinter2:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: indirect
vocab-confidence: medium
vocab-evidence note: The reviewed endpoint articles cross-link; this is contextual evidence, not causal confirmation.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-relationship:lispmachines>aiwinter2:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-lispmachines>aiwinter2:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: indirect
vocab-confidence: medium
vocab-evidence note: The reviewed endpoint articles cross-link; this is contextual evidence, not causal confirmation.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-relationship:fifthgen>aiwinter2:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-fifthgen>aiwinter2:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: indirect
vocab-confidence: medium
vocab-evidence note: The reviewed “AI winter” article links to “Fifth Generation Computer Systems”; this is contextual, not causal, evidence.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-relationship:resolution>itp:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-resolution>itp:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: not_found
vocab-confidence: low
vocab-evidence note: No cross-link was found between the reviewed endpoint pages; link absence does not disprove this map relationship.
vocab-raw record present: true

assessment-relationship:prolog>ilp:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-prolog>ilp:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: indirect
vocab-confidence: medium
vocab-evidence note: The reviewed “Inductive logic programming” article links to “Prolog”; this is contextual, not causal, evidence.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-relationship:dtrees>ilp:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-dtrees>ilp:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: not_found
vocab-confidence: low
vocab-evidence note: No cross-link was found between the reviewed endpoint pages; link absence does not disprove this map relationship.
vocab-raw record present: true

assessment-relationship:semanticnets>dlogic:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-semanticnets>dlogic:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: indirect
vocab-confidence: medium
vocab-evidence note: The reviewed endpoint articles cross-link; this is contextual evidence, not causal confirmation.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-relationship:frames>dlogic:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-frames>dlogic:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: indirect
vocab-confidence: medium
vocab-evidence note: The reviewed “Frame (artificial intelligence)” article links to “Description logic”; this is contextual, not causal, evidence.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-relationship:logicprog>fuzzy:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-logicprog>fuzzy:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: not_found
vocab-confidence: low
vocab-evidence note: No cross-link was found between the reviewed endpoint pages; link absence does not disprove this map relationship.
vocab-raw record present: true

assessment-relationship:dlogic>semweb:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-dlogic>semweb:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: indirect
vocab-confidence: medium
vocab-evidence note: The reviewed endpoint articles cross-link; this is contextual evidence, not causal confirmation.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-relationship:internetdata>semweb:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-internetdata>semweb:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: not_found
vocab-confidence: low
vocab-evidence note: No cross-link was found between the reviewed endpoint pages; link absence does not disprove this map relationship.
vocab-raw record present: true

assessment-relationship:semanticnets>kgraphs:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-semanticnets>kgraphs:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: indirect
vocab-confidence: medium
vocab-evidence note: The reviewed endpoint articles cross-link; this is contextual evidence, not causal confirmation.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-relationship:semweb>kgraphs:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-semweb>kgraphs:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: indirect
vocab-confidence: medium
vocab-evidence note: The reviewed “Knowledge graph” article links to “Semantic Web”; this is contextual, not causal, evidence.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-relationship:conndebate>neurosymbolic:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-conndebate>neurosymbolic:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: indirect
vocab-confidence: medium
vocab-evidence note: The reviewed “Neuro-symbolic AI” article links to “Connectionism”; this is contextual, not causal, evidence.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-relationship:kgraphs>neurosymbolic:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-kgraphs>neurosymbolic:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: not_found
vocab-confidence: low
vocab-evidence note: No cross-link was found between the reviewed endpoint pages; link absence does not disprove this map relationship.
vocab-raw record present: true

assessment-relationship:transformer>neurosymbolic:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-transformer>neurosymbolic:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: indirect
vocab-confidence: medium
vocab-evidence note: The reviewed endpoint articles cross-link; this is contextual evidence, not causal confirmation.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-relationship:neuralprog>neurosymbolic:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-neuralprog>neurosymbolic:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: not_assessed
vocab-raw record present: false

assessment-relationship:itp>gap neurosym:gap
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-itp>gap neurosym:gap
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: hypothesis
vocab-evidence note: This proposed combination is a map hypothesis; Wikipedia absence does not establish novelty.
vocab-raw record present: true

assessment-relationship:frontier26>gap neurosym:gap
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-frontier26>gap neurosym:gap
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: hypothesis
vocab-evidence note: This proposed combination is a map hypothesis; Wikipedia absence does not establish novelty.
vocab-raw record present: true

assessment-relationship:neurosymbolic>gap neurosym:gap
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-neurosymbolic>gap neurosym:gap
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: hypothesis
vocab-evidence note: This proposed combination is a map hypothesis; Wikipedia absence does not establish novelty.
vocab-raw record present: true

assessment-relationship:shannon48>shannonchess:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-shannon48>shannonchess:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: not_found
vocab-confidence: low
vocab-evidence note: No cross-link was found between the reviewed endpoint pages; link absence does not disprove this map relationship.
vocab-raw record present: true

assessment-relationship:turing36>shannonchess:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-turing36>shannonchess:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: not_found
vocab-confidence: low
vocab-evidence note: No cross-link was found between the reviewed endpoint pages; link absence does not disprove this map relationship.
vocab-raw record present: true

assessment-relationship:shannonchess>minimaxab:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-shannonchess>minimaxab:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: indirect
vocab-confidence: medium
vocab-evidence note: The reviewed “Computer chess” article links to “Alpha–beta pruning”; this is contextual, not causal, evidence.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-relationship:lt56>minimaxab:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-lt56>minimaxab:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: not_found
vocab-confidence: low
vocab-evidence note: No cross-link was found between the reviewed endpoint pages; link absence does not disprove this map relationship.
vocab-raw record present: true

assessment-relationship:minimaxab>astar:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-minimaxab>astar:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: indirect
vocab-confidence: medium
vocab-evidence note: The reviewed endpoint articles cross-link; this is contextual evidence, not causal confirmation.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-relationship:gps>strips:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-gps>strips:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: not_found
vocab-confidence: low
vocab-evidence note: No cross-link was found between the reviewed endpoint pages; link absence does not disprove this map relationship.
vocab-raw record present: true

assessment-relationship:astar>strips:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-astar>strips:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: not_found
vocab-confidence: low
vocab-evidence note: No cross-link was found between the reviewed endpoint pages; link absence does not disprove this map relationship.
vocab-raw record present: true

assessment-relationship:roberts63>csp:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-roberts63>csp:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: not_found
vocab-confidence: low
vocab-evidence note: No cross-link was found between the reviewed endpoint pages; link absence does not disprove this map relationship.
vocab-raw record present: true

assessment-relationship:strips>csp:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-strips>csp:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: not_found
vocab-confidence: low
vocab-evidence note: No cross-link was found between the reviewed endpoint pages; link absence does not disprove this map relationship.
vocab-raw record present: true

assessment-relationship:minimaxab>chinook:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-minimaxab>chinook:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: not_found
vocab-confidence: low
vocab-evidence note: No cross-link was found between the reviewed endpoint pages; link absence does not disprove this map relationship.
vocab-raw record present: true

assessment-relationship:samuel>chinook:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-samuel>chinook:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: not_found
vocab-confidence: low
vocab-evidence note: No cross-link was found between the reviewed endpoint pages; link absence does not disprove this map relationship.
vocab-raw record present: true

assessment-relationship:minimaxab>deepblue:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-minimaxab>deepblue:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: indirect
vocab-confidence: medium
vocab-evidence note: The reviewed “Deep Blue (chess computer)” article links to “Alpha–beta pruning”; this is contextual, not causal, evidence.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-relationship:moore>deepblue:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-moore>deepblue:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: not_found
vocab-confidence: low
vocab-evidence note: No cross-link was found between the reviewed endpoint pages; link absence does not disprove this map relationship.
vocab-raw record present: true

assessment-relationship:strips>planningpddl:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-strips>planningpddl:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: indirect
vocab-confidence: medium
vocab-evidence note: The reviewed endpoint articles cross-link; this is contextual evidence, not causal confirmation.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-relationship:csp>satsolvers:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-csp>satsolvers:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: indirect
vocab-confidence: medium
vocab-evidence note: The reviewed “SAT solver” article links to “Constraint satisfaction problem”; this is contextual, not causal, evidence.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-relationship:resolution>satsolvers:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-resolution>satsolvers:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: indirect
vocab-confidence: medium
vocab-evidence note: The reviewed “SAT solver” article links to “Resolution (logic)”; this is contextual, not causal, evidence.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-relationship:minimaxab>mcts:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-minimaxab>mcts:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: indirect
vocab-confidence: medium
vocab-evidence note: The reviewed endpoint articles cross-link; this is contextual evidence, not causal confirmation.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-relationship:bandits>mcts:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-bandits>mcts:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: not_found
vocab-confidence: low
vocab-evidence note: No cross-link was found between the reviewed endpoint pages; link absence does not disprove this map relationship.
vocab-raw record present: true

assessment-relationship:gametheory>poker:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-gametheory>poker:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: indirect
vocab-confidence: medium
vocab-evidence note: The reviewed “Computer poker player” article links to “Game theory”; this is contextual, not causal, evidence.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-relationship:mcts>poker:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-mcts>poker:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: not_found
vocab-confidence: low
vocab-evidence note: No cross-link was found between the reviewed endpoint pages; link absence does not disprove this map relationship.
vocab-raw record present: true

assessment-relationship:mcts>llmsearch:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-mcts>llmsearch:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: not_found
vocab-confidence: low
vocab-evidence note: A complete pair of reviewed endpoint pages was unavailable; this does not disprove the map relationship.
vocab-raw record present: true

assessment-relationship:cot>llmsearch:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-cot>llmsearch:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: not_found
vocab-confidence: low
vocab-evidence note: A complete pair of reviewed endpoint pages was unavailable; this does not disprove the map relationship.
vocab-raw record present: true

assessment-relationship:planningpddl>llmsearch:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-planningpddl>llmsearch:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: not_assessed
vocab-raw record present: false

assessment-relationship:stats25>bandits:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-stats25>bandits:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: not_found
vocab-confidence: low
vocab-evidence note: No cross-link was found between the reviewed endpoint pages; link absence does not disprove this map relationship.
vocab-raw record present: true

assessment-relationship:markov>mdp:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-markov>mdp:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: indirect
vocab-confidence: medium
vocab-evidence note: The reviewed endpoint articles cross-link; this is contextual evidence, not causal confirmation.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-relationship:gametheory>mdp:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-gametheory>mdp:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: indirect
vocab-confidence: medium
vocab-evidence note: The reviewed “Game theory” article links to “Markov decision process”; this is contextual, not causal, evidence.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-relationship:shannonchess>samuel:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-shannonchess>samuel:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: not_found
vocab-confidence: low
vocab-evidence note: No cross-link was found between the reviewed endpoint pages; link absence does not disprove this map relationship.
vocab-raw record present: true

assessment-relationship:samuel>tdlearning:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-samuel>tdlearning:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: not_found
vocab-confidence: low
vocab-evidence note: No cross-link was found between the reviewed endpoint pages; link absence does not disprove this map relationship.
vocab-raw record present: true

assessment-relationship:mdp>tdlearning:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-mdp>tdlearning:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: indirect
vocab-confidence: medium
vocab-evidence note: The reviewed “Temporal difference learning” article links to “Markov decision process”; this is contextual, not causal, evidence.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-relationship:tdlearning>qlearning:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-tdlearning>qlearning:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: indirect
vocab-confidence: medium
vocab-evidence note: The reviewed endpoint articles cross-link; this is contextual evidence, not causal confirmation.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-relationship:tdlearning>tdgammon:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-tdlearning>tdgammon:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: indirect
vocab-confidence: medium
vocab-evidence note: The reviewed “Temporal difference learning” article links to “TD-Gammon”; this is contextual, not causal, evidence.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-relationship:backprop>tdgammon:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-backprop>tdgammon:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: indirect
vocab-confidence: medium
vocab-evidence note: The reviewed “Backpropagation” article links to “TD-Gammon”; this is contextual, not causal, evidence.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-relationship:mdp>policygrad:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-mdp>policygrad:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: indirect
vocab-confidence: medium
vocab-evidence note: The reviewed “Policy gradient method” article links to “Markov decision process”; this is contextual, not causal, evidence.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-relationship:sgd>policygrad:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-sgd>policygrad:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: indirect
vocab-confidence: medium
vocab-evidence note: The reviewed endpoint articles cross-link; this is contextual evidence, not causal confirmation.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-relationship:tdlearning>policygrad:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-tdlearning>policygrad:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: indirect
vocab-confidence: medium
vocab-evidence note: The reviewed “Temporal difference learning” article links to “Policy gradient method”; this is contextual, not causal, evidence.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-relationship:tdlearning>dopamine:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-tdlearning>dopamine:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: indirect
vocab-confidence: medium
vocab-evidence note: The reviewed endpoint articles cross-link; this is contextual evidence, not causal confirmation.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-relationship:qlearning>rlbook:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-qlearning>rlbook:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: indirect
vocab-confidence: medium
vocab-evidence note: The reviewed endpoint articles cross-link; this is contextual evidence, not causal confirmation.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-relationship:tdlearning>rlbook:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-tdlearning>rlbook:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: indirect
vocab-confidence: medium
vocab-evidence note: The reviewed endpoint articles cross-link; this is contextual evidence, not causal confirmation.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-relationship:rlbook>hrl:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-rlbook>hrl:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: not_found
vocab-confidence: low
vocab-evidence note: Both developments map to one article, so no distinct article cross-link supports this relationship; this is not disproof.
vocab-raw record present: true

assessment-relationship:qlearning>dqn:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-qlearning>dqn:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: indirect
vocab-confidence: medium
vocab-evidence note: The reviewed “Deep reinforcement learning” article links to “Q-learning”; this is contextual, not causal, evidence.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-relationship:alexnet>dqn:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-alexnet>dqn:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: indirect
vocab-confidence: medium
vocab-evidence note: The reviewed “Deep reinforcement learning” article links to “AlexNet”; this is contextual, not causal, evidence.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-relationship:mcts>alphago:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-mcts>alphago:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: indirect
vocab-confidence: medium
vocab-evidence note: The reviewed endpoint articles cross-link; this is contextual evidence, not causal confirmation.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-relationship:dqn>alphago:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-dqn>alphago:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: not_found
vocab-confidence: low
vocab-evidence note: No cross-link was found between the reviewed endpoint pages; link absence does not disprove this map relationship.
vocab-raw record present: true

assessment-relationship:tdgammon>alphago:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-tdgammon>alphago:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: not_found
vocab-confidence: low
vocab-evidence note: No cross-link was found between the reviewed endpoint pages; link absence does not disprove this map relationship.
vocab-raw record present: true

assessment-relationship:alphago>alphazero:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-alphago>alphazero:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: indirect
vocab-confidence: medium
vocab-evidence note: The reviewed endpoint articles cross-link; this is contextual evidence, not causal confirmation.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-relationship:rlbook>a3cppo:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-rlbook>a3cppo:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: indirect
vocab-confidence: medium
vocab-evidence note: The reviewed endpoint articles cross-link; this is contextual evidence, not causal confirmation.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-relationship:dqn>a3cppo:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-dqn>a3cppo:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: indirect
vocab-confidence: medium
vocab-evidence note: The reviewed endpoint articles cross-link; this is contextual evidence, not causal confirmation.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-relationship:policygrad>a3cppo:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-policygrad>a3cppo:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: confirmed
vocab-confidence: high
vocab-evidence note: The policy-gradient article treats TRPO and PPO as policy-gradient methods and traces the family from REINFORCE and actor–critic methods.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-relationship:dqn>curiosity:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-dqn>curiosity:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: not_found
vocab-confidence: low
vocab-evidence note: No cross-link was found between the reviewed endpoint pages; link absence does not disprove this map relationship.
vocab-raw record present: true

assessment-relationship:rlbook>curiosity:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-rlbook>curiosity:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: indirect
vocab-confidence: medium
vocab-evidence note: The reviewed endpoint articles cross-link; this is contextual evidence, not causal confirmation.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-relationship:gametheory>marl:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-gametheory>marl:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: indirect
vocab-confidence: medium
vocab-evidence note: The reviewed “Multi-agent reinforcement learning” article links to “Game theory”; this is contextual, not causal, evidence.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-relationship:dqn>marl:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-dqn>marl:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: indirect
vocab-confidence: medium
vocab-evidence note: The reviewed endpoint articles cross-link; this is contextual evidence, not causal confirmation.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-relationship:vae>worldmodels18:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-vae>worldmodels18:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: indirect
vocab-confidence: medium
vocab-evidence note: The reviewed endpoint articles cross-link; this is contextual evidence, not causal confirmation.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-relationship:lstm>worldmodels18:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-lstm>worldmodels18:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: indirect
vocab-confidence: medium
vocab-evidence note: The reviewed endpoint articles cross-link; this is contextual evidence, not causal confirmation.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-relationship:worldmodels18>modelbased:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-worldmodels18>modelbased:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: not_found
vocab-confidence: low
vocab-evidence note: No cross-link was found between the reviewed endpoint pages; link absence does not disprove this map relationship.
vocab-raw record present: true

assessment-relationship:rlbook>modelbased:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-rlbook>modelbased:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: indirect
vocab-confidence: medium
vocab-evidence note: The reviewed endpoint articles cross-link; this is contextual evidence, not causal confirmation.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-relationship:alphago>dota5:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-alphago>dota5:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: not_found
vocab-confidence: low
vocab-evidence note: No cross-link was found between the reviewed endpoint pages; link absence does not disprove this map relationship.
vocab-raw record present: true

assessment-relationship:a3cppo>dota5:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-a3cppo>dota5:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: indirect
vocab-confidence: medium
vocab-evidence note: The reviewed endpoint articles cross-link; this is contextual evidence, not causal confirmation.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-relationship:neat>openended:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-neat>openended:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: not_found
vocab-confidence: low
vocab-evidence note: No cross-link was found between the reviewed endpoint pages; link absence does not disprove this map relationship.
vocab-raw record present: true

assessment-relationship:curiosity>openended:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-curiosity>openended:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: not_found
vocab-confidence: low
vocab-evidence note: No cross-link was found between the reviewed endpoint pages; link absence does not disprove this map relationship.
vocab-raw record present: true

assessment-relationship:mapelites>openended:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-mapelites>openended:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: not_assessed
vocab-raw record present: false

assessment-relationship:dqn>offlinerl:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-dqn>offlinerl:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: not_found
vocab-confidence: low
vocab-evidence note: Both developments map to one article, so no distinct article cross-link supports this relationship; this is not disproof.
vocab-raw record present: true

assessment-relationship:rlbook>offlinerl:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-rlbook>offlinerl:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: indirect
vocab-confidence: medium
vocab-evidence note: The reviewed endpoint articles cross-link; this is contextual evidence, not causal confirmation.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-relationship:transformer>offlinerl:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-transformer>offlinerl:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: not_assessed
vocab-raw record present: false

assessment-relationship:continuousrl>offlinerl:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-continuousrl>offlinerl:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: not_assessed
vocab-raw record present: false

assessment-relationship:imitation>offlinerl:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-imitation>offlinerl:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: not_assessed
vocab-raw record present: false

assessment-relationship:transformer>gato:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-transformer>gato:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: indirect
vocab-confidence: medium
vocab-evidence note: The reviewed “Transformer (deep learning)” article links to “Gato (DeepMind)”; this is contextual, not causal, evidence.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-relationship:dqn>gato:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-dqn>gato:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: not_found
vocab-confidence: low
vocab-evidence note: No cross-link was found between the reviewed endpoint pages; link absence does not disprove this map relationship.
vocab-raw record present: true

assessment-relationship:offlinerl>gato:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-offlinerl>gato:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: not_assessed
vocab-raw record present: false

assessment-relationship:chatgpt>agentsllm:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-chatgpt>agentsllm:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: indirect
vocab-confidence: medium
vocab-evidence note: The reviewed endpoint articles cross-link; this is contextual evidence, not causal confirmation.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-relationship:cot>agentsllm:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-cot>agentsllm:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: indirect
vocab-confidence: medium
vocab-evidence note: The reviewed endpoint articles cross-link; this is contextual evidence, not causal confirmation.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-relationship:codegen>agentsllm:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-codegen>agentsllm:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: indirect
vocab-confidence: medium
vocab-evidence note: The reviewed endpoint articles cross-link; this is contextual evidence, not causal confirmation.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-relationship:denseretrieval>agentsllm:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-denseretrieval>agentsllm:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: not_assessed
vocab-raw record present: false

assessment-relationship:groundedplanning>agentsllm:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-groundedplanning>agentsllm:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: not_assessed
vocab-raw record present: false

assessment-relationship:a3cppo>rlvr:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-a3cppo>rlvr:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: indirect
vocab-confidence: medium
vocab-evidence note: The reviewed “DeepSeek” article links to “Proximal policy optimization”; this is contextual, not causal, evidence.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-relationship:cot>rlvr:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-cot>rlvr:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: indirect
vocab-confidence: medium
vocab-evidence note: The reviewed endpoint articles cross-link; this is contextual evidence, not causal confirmation.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-relationship:rlhf>rlvr:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-rlhf>rlvr:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: indirect
vocab-confidence: medium
vocab-evidence note: The reviewed “DeepSeek” article links to “Reinforcement learning from human feedback”; this is contextual, not causal, evidence.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-relationship:openended>gap openended:gap
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-openended>gap openended:gap
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: hypothesis
vocab-evidence note: This proposed combination is a map hypothesis; Wikipedia absence does not establish novelty.
vocab-raw record present: true

assessment-relationship:agentsllm>gap openended:gap
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-agentsllm>gap openended:gap
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: hypothesis
vocab-evidence note: This proposed combination is a map hypothesis; Wikipedia absence does not establish novelty.
vocab-raw record present: true

assessment-relationship:alphaevolve>gap openended:gap
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-alphaevolve>gap openended:gap
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: hypothesis
vocab-evidence note: This proposed combination is a map hypothesis; Wikipedia absence does not establish novelty.
vocab-raw record present: true

assessment-relationship:selfgenagents>gap openended:gap
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-selfgenagents>gap openended:gap
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: not_assessed
vocab-raw record present: false

assessment-relationship:mcculloch43>perceptron:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-mcculloch43>perceptron:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: indirect
vocab-confidence: medium
vocab-evidence note: The reviewed endpoint articles cross-link; this is contextual evidence, not causal confirmation.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-relationship:hebb49>perceptron:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-hebb49>perceptron:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: not_found
vocab-confidence: low
vocab-evidence note: No cross-link was found between the reviewed endpoint pages; link absence does not disprove this map relationship.
vocab-raw record present: true

assessment-relationship:perceptron>adaline:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-perceptron>adaline:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: indirect
vocab-confidence: medium
vocab-evidence note: The reviewed “ADALINE” article links to “Perceptron”; this is contextual, not causal, evidence.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-relationship:perceptron>perceptronsbook:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-perceptron>perceptronsbook:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: indirect
vocab-confidence: medium
vocab-evidence note: The reviewed endpoint articles cross-link; this is contextual evidence, not causal confirmation.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-relationship:hubel59>neocognitron:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-hubel59>neocognitron:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: not_found
vocab-confidence: low
vocab-evidence note: No cross-link was found between the reviewed endpoint pages; link absence does not disprove this map relationship.
vocab-raw record present: true

assessment-relationship:perceptron>neocognitron:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-perceptron>neocognitron:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: not_found
vocab-confidence: low
vocab-evidence note: No cross-link was found between the reviewed endpoint pages; link absence does not disprove this map relationship.
vocab-raw record present: true

assessment-relationship:hebb49>hopfield:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-hebb49>hopfield:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: indirect
vocab-confidence: medium
vocab-evidence note: The reviewed endpoint articles cross-link; this is contextual evidence, not causal confirmation.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-relationship:hopfield>boltzmann:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-hopfield>boltzmann:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: indirect
vocab-confidence: medium
vocab-evidence note: The reviewed endpoint articles cross-link; this is contextual evidence, not causal confirmation.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-relationship:boltzmann>rbm:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-boltzmann>rbm:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: confirmed
vocab-confidence: high
vocab-evidence note: The RBM article explicitly identifies restricted Boltzmann machines as a special case of Boltzmann machines.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-relationship:adaline>backprop:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-adaline>backprop:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: indirect
vocab-confidence: medium
vocab-evidence note: The reviewed endpoint articles cross-link; this is contextual evidence, not causal confirmation.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-relationship:perceptronsbook>backprop:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-perceptronsbook>backprop:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: not_found
vocab-confidence: low
vocab-evidence note: No cross-link was found between the reviewed endpoint pages; link absence does not disprove this map relationship.
vocab-raw record present: true

assessment-relationship:backprop>pdp86:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-backprop>pdp86:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: not_found
vocab-confidence: low
vocab-evidence note: No cross-link was found between the reviewed endpoint pages; link absence does not disprove this map relationship.
vocab-raw record present: true

assessment-relationship:boltzmann>pdp86:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-boltzmann>pdp86:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: indirect
vocab-confidence: medium
vocab-evidence note: The reviewed “Connectionism” article links to “Boltzmann machine”; this is contextual, not causal, evidence.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-relationship:backprop>universalapprox:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-backprop>universalapprox:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: indirect
vocab-confidence: medium
vocab-evidence note: The reviewed “Universal approximation theorem” article links to “Backpropagation”; this is contextual, not causal, evidence.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-relationship:neocognitron>cnn89:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-neocognitron>cnn89:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: not_found
vocab-confidence: low
vocab-evidence note: No cross-link was found between the reviewed endpoint pages; link absence does not disprove this map relationship.
vocab-raw record present: true

assessment-relationship:backprop>cnn89:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-backprop>cnn89:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: indirect
vocab-confidence: medium
vocab-evidence note: The reviewed endpoint articles cross-link; this is contextual evidence, not causal confirmation.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-relationship:backprop>rnn:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-backprop>rnn:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: indirect
vocab-confidence: medium
vocab-evidence note: The reviewed endpoint articles cross-link; this is contextual evidence, not causal confirmation.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-relationship:rnn>vanishing:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-rnn>vanishing:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: indirect
vocab-confidence: medium
vocab-evidence note: The reviewed endpoint articles cross-link; this is contextual evidence, not causal confirmation.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-relationship:rnn>lstm:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-rnn>lstm:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: indirect
vocab-confidence: medium
vocab-evidence note: The reviewed endpoint articles cross-link; this is contextual evidence, not causal confirmation.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-relationship:vanishing>lstm:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-vanishing>lstm:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: indirect
vocab-confidence: medium
vocab-evidence note: The reviewed endpoint articles cross-link; this is contextual evidence, not causal confirmation.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-relationship:rbm>dbn:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-rbm>dbn:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: confirmed
vocab-confidence: high
vocab-evidence note: The RBM article explicitly says deep belief networks can be formed by stacking RBMs.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-relationship:vanishing>dbn:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-vanishing>dbn:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: indirect
vocab-confidence: medium
vocab-evidence note: The reviewed “Vanishing gradient problem” article links to “Deep belief network”; this is contextual, not causal, evidence.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-relationship:backprop>autoencoders:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-backprop>autoencoders:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: indirect
vocab-confidence: medium
vocab-evidence note: The reviewed endpoint articles cross-link; this is contextual evidence, not causal confirmation.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-relationship:dbn>autoencoders:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-dbn>autoencoders:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: indirect
vocab-confidence: medium
vocab-evidence note: The reviewed endpoint articles cross-link; this is contextual evidence, not causal confirmation.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-relationship:seq2seq>attention:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-seq2seq>attention:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: indirect
vocab-confidence: medium
vocab-evidence note: The reviewed endpoint articles cross-link; this is contextual evidence, not causal confirmation.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-relationship:lstm>ntm:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-lstm>ntm:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: indirect
vocab-confidence: medium
vocab-evidence note: The reviewed endpoint articles cross-link; this is contextual evidence, not causal confirmation.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-relationship:turing36>ntm:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-turing36>ntm:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: indirect
vocab-confidence: medium
vocab-evidence note: The reviewed endpoint articles cross-link; this is contextual evidence, not causal confirmation.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-relationship:alexnet>resnet:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-alexnet>resnet:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: indirect
vocab-confidence: medium
vocab-evidence note: The reviewed endpoint articles cross-link; this is contextual evidence, not causal confirmation.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-relationship:vanishing>resnet:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-vanishing>resnet:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: indirect
vocab-confidence: medium
vocab-evidence note: The reviewed endpoint articles cross-link; this is contextual evidence, not causal confirmation.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-relationship:batchnorm>resnet:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-batchnorm>resnet:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: indirect
vocab-confidence: medium
vocab-evidence note: The reviewed endpoint articles cross-link; this is contextual evidence, not causal confirmation.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-relationship:rnn>hypernet:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-rnn>hypernet:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: not_found
vocab-confidence: low
vocab-evidence note: A complete pair of reviewed endpoint pages was unavailable; this does not disprove the map relationship.
vocab-raw record present: true

assessment-relationship:attention>transformer:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-attention>transformer:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: indirect
vocab-confidence: medium
vocab-evidence note: The reviewed endpoint articles cross-link; this is contextual evidence, not causal confirmation.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-relationship:layernorm>transformer:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-layernorm>transformer:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: confirmed
vocab-confidence: high
vocab-evidence note: Wikipedia explicitly identifies LayerNorm as a key transformer component and describes its use in the original transformer.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-relationship:lstm>transformer:sup
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-lstm>transformer:sup
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: indirect
vocab-confidence: medium
vocab-evidence note: The reviewed endpoint articles cross-link; this is contextual evidence, not causal confirmation.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-relationship:cnn89>gnn:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-cnn89>gnn:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: indirect
vocab-confidence: medium
vocab-evidence note: The reviewed “Graph neural network” article links to “LeNet”; this is contextual, not causal, evidence.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-relationship:kgraphs>gnn:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-kgraphs>gnn:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: indirect
vocab-confidence: medium
vocab-evidence note: The reviewed “Knowledge graph” article links to “Graph neural network”; this is contextual, not causal, evidence.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-relationship:cnn89>capsules:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-cnn89>capsules:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: not_found
vocab-confidence: low
vocab-evidence note: No cross-link was found between the reviewed endpoint pages; link absence does not disprove this map relationship.
vocab-raw record present: true

assessment-relationship:resnet>neuralode:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-resnet>neuralode:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: indirect
vocab-confidence: medium
vocab-evidence note: The reviewed “Neural differential equation” article links to “Residual neural network”; this is contextual, not causal, evidence.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-relationship:transformer>moe:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-transformer>moe:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: indirect
vocab-confidence: medium
vocab-evidence note: The reviewed endpoint articles cross-link; this is contextual evidence, not causal confirmation.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-relationship:transformer>linattn:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-transformer>linattn:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: indirect
vocab-confidence: medium
vocab-evidence note: The reviewed endpoint articles cross-link; this is contextual evidence, not causal confirmation.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-relationship:kalman>ssm:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-kalman>ssm:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: not_found
vocab-confidence: low
vocab-evidence note: No cross-link was found between the reviewed endpoint pages; link absence does not disprove this map relationship.
vocab-raw record present: true

assessment-relationship:rnn>ssm:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-rnn>ssm:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: indirect
vocab-confidence: medium
vocab-evidence note: The reviewed endpoint articles cross-link; this is contextual evidence, not causal confirmation.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-relationship:transformer>ssm:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-transformer>ssm:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: indirect
vocab-confidence: medium
vocab-evidence note: The reviewed “Transformer (deep learning)” article links to “Mamba (deep learning architecture)”; this is contextual, not causal, evidence.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-relationship:transformer>titans:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-transformer>titans:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: not_found
vocab-confidence: low
vocab-evidence note: A complete pair of reviewed endpoint pages was unavailable; this does not disprove the map relationship.
vocab-raw record present: true

assessment-relationship:ssm>titans:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-ssm>titans:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: not_found
vocab-confidence: low
vocab-evidence note: A complete pair of reviewed endpoint pages was unavailable; this does not disprove the map relationship.
vocab-raw record present: true

assessment-relationship:hypernet>titans:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-hypernet>titans:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: not_found
vocab-confidence: low
vocab-evidence note: A complete pair of reviewed endpoint pages was unavailable; this does not disprove the map relationship.
vocab-raw record present: true

assessment-relationship:boltzmann>gap energyllm:gap
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-boltzmann>gap energyllm:gap
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: hypothesis
vocab-evidence note: This proposed combination is a map hypothesis; Wikipedia absence does not establish novelty.
vocab-raw record present: true

assessment-relationship:vjepa>gap energyllm:gap
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-vjepa>gap energyllm:gap
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: hypothesis
vocab-evidence note: This proposed combination is a map hypothesis; Wikipedia absence does not establish novelty.
vocab-raw record present: true

assessment-relationship:stats25>sgd:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-stats25>sgd:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: not_found
vocab-confidence: low
vocab-evidence note: No cross-link was found between the reviewed endpoint pages; link absence does not disprove this map relationship.
vocab-raw record present: true

assessment-relationship:pdp86>catforget:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-pdp86>catforget:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: indirect
vocab-confidence: medium
vocab-evidence note: The reviewed endpoint articles cross-link; this is contextual evidence, not causal confirmation.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-relationship:dbn>relu:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-dbn>relu:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: not_found
vocab-confidence: low
vocab-evidence note: No cross-link was found between the reviewed endpoint pages; link absence does not disprove this map relationship.
vocab-raw record present: true

assessment-relationship:gpgpu>relu:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-gpgpu>relu:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: not_found
vocab-confidence: low
vocab-evidence note: No cross-link was found between the reviewed endpoint pages; link absence does not disprove this map relationship.
vocab-raw record present: true

assessment-relationship:sgd>adam:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-sgd>adam:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: not_found
vocab-confidence: low
vocab-evidence note: Both developments map to one article, so no distinct article cross-link supports this relationship; this is not disproof.
vocab-raw record present: true

assessment-relationship:relu>batchnorm:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-relu>batchnorm:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: indirect
vocab-confidence: medium
vocab-evidence note: The reviewed “Rectified linear unit” article links to “Batch normalization”; this is contextual, not causal, evidence.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-relationship:batchnorm>layernorm:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-batchnorm>layernorm:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: partial
vocab-confidence: medium
vocab-evidence note: Wikipedia describes LayerNorm as a popular alternative to BatchNorm; that supports the historical comparison, not a strict technical dependency.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-relationship:alexnet>distillation:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-alexnet>distillation:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: not_found
vocab-confidence: low
vocab-evidence note: No cross-link was found between the reviewed endpoint pages; link absence does not disprove this map relationship.
vocab-raw record present: true

assessment-relationship:alexnet>transfer:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-alexnet>transfer:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: indirect
vocab-confidence: medium
vocab-evidence note: The reviewed “Transfer learning” article links to “AlexNet”; this is contextual, not causal, evidence.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-relationship:bert>transfer:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-bert>transfer:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: indirect
vocab-confidence: medium
vocab-evidence note: The reviewed “BERT (language model)” article links to “Transfer learning”; this is contextual, not causal, evidence.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-relationship:maml>transfer:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-maml>transfer:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: not_assessed
vocab-raw record present: false

assessment-relationship:autoencoders>selfsup:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-autoencoders>selfsup:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: indirect
vocab-confidence: medium
vocab-evidence note: The reviewed endpoint articles cross-link; this is contextual evidence, not causal confirmation.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-relationship:word2vec>selfsup:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-word2vec>selfsup:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: indirect
vocab-confidence: medium
vocab-evidence note: The reviewed “Word2vec” article links to “Self-supervised learning”; this is contextual, not causal, evidence.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-relationship:deepblue>bitterlesson:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-deepblue>bitterlesson:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: indirect
vocab-confidence: medium
vocab-evidence note: The reviewed “Bitter lesson” article links to “Deep Blue (chess computer)”; this is contextual, not causal, evidence.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-relationship:alexnet>bitterlesson:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-alexnet>bitterlesson:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: not_found
vocab-confidence: low
vocab-evidence note: No cross-link was found between the reviewed endpoint pages; link absence does not disprove this map relationship.
vocab-raw record present: true

assessment-relationship:gpt2>scalinglaws:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-gpt2>scalinglaws:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: not_found
vocab-confidence: low
vocab-evidence note: No cross-link was found between the reviewed endpoint pages; link absence does not disprove this map relationship.
vocab-raw record present: true

assessment-relationship:transformer>scalinglaws:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-transformer>scalinglaws:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: indirect
vocab-confidence: medium
vocab-evidence note: The reviewed “Transformer (deep learning)” article links to “Neural scaling law”; this is contextual, not causal, evidence.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-relationship:mixedprecision>scalinglaws:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-mixedprecision>scalinglaws:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: not_assessed
vocab-raw record present: false

assessment-relationship:transfer>lora:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-transfer>lora:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: not_found
vocab-confidence: low
vocab-evidence note: No cross-link was found between the reviewed endpoint pages; link absence does not disprove this map relationship.
vocab-raw record present: true

assessment-relationship:gpt3>lora:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-gpt3>lora:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: indirect
vocab-confidence: medium
vocab-evidence note: The reviewed “LoRA (machine learning)” article links to “GPT-3”; this is contextual, not causal, evidence.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-relationship:distillation>quant:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-distillation>quant:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: indirect
vocab-confidence: medium
vocab-evidence note: The reviewed endpoint articles cross-link; this is contextual evidence, not causal confirmation.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-relationship:gpgpu>quant:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-gpgpu>quant:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: not_found
vocab-confidence: low
vocab-evidence note: No cross-link was found between the reviewed endpoint pages; link absence does not disprove this map relationship.
vocab-raw record present: true

assessment-relationship:transformer>flash:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-transformer>flash:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: not_found
vocab-confidence: low
vocab-evidence note: Both developments map to one article, so no distinct article cross-link supports this relationship; this is not disproof.
vocab-raw record present: true

assessment-relationship:gpgpu>flash:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-gpgpu>flash:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: not_found
vocab-confidence: low
vocab-evidence note: No cross-link was found between the reviewed endpoint pages; link absence does not disprove this map relationship.
vocab-raw record present: true

assessment-relationship:mixedprecision>flash:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-mixedprecision>flash:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: not_assessed
vocab-raw record present: false

assessment-relationship:mlcompiler>flash:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-mlcompiler>flash:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: not_assessed
vocab-raw record present: false

assessment-relationship:linattn>flash:sup
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-linattn>flash:sup
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: indirect
vocab-confidence: medium
vocab-evidence note: The reviewed endpoint articles cross-link; this is contextual evidence, not causal confirmation.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-relationship:scalinglaws>datacentric:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-scalinglaws>datacentric:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: not_found
vocab-confidence: low
vocab-evidence note: No cross-link was found between the reviewed endpoint pages; link absence does not disprove this map relationship.
vocab-raw record present: true

assessment-relationship:gpt4>datacentric:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-gpt4>datacentric:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: not_found
vocab-confidence: low
vocab-evidence note: No cross-link was found between the reviewed endpoint pages; link absence does not disprove this map relationship.
vocab-raw record present: true

assessment-relationship:cot>testtime:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-cot>testtime:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: indirect
vocab-confidence: medium
vocab-evidence note: The reviewed endpoint articles cross-link; this is contextual evidence, not causal confirmation.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-relationship:scalinglaws>testtime:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-scalinglaws>testtime:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: not_found
vocab-confidence: low
vocab-evidence note: Both developments map to one article, so no distinct article cross-link supports this relationship; this is not disproof.
vocab-raw record present: true

assessment-relationship:mcts>testtime:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-mcts>testtime:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: indirect
vocab-confidence: medium
vocab-evidence note: The reviewed “Neural scaling law” article links to “Monte Carlo tree search”; this is contextual, not causal, evidence.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-relationship:rlvr>grpo:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-rlvr>grpo:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: not_found
vocab-confidence: low
vocab-evidence note: Both developments map to one article, so no distinct article cross-link supports this relationship; this is not disproof.
vocab-raw record present: true

assessment-relationship:moe>grpo:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-moe>grpo:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: indirect
vocab-confidence: medium
vocab-evidence note: The reviewed endpoint articles cross-link; this is contextual evidence, not causal confirmation.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-relationship:catforget>continual:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-catforget>continual:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: not_found
vocab-confidence: low
vocab-evidence note: No cross-link was found between the reviewed endpoint pages; link absence does not disprove this map relationship.
vocab-raw record present: true

assessment-relationship:titans>continual:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-titans>continual:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: not_found
vocab-confidence: low
vocab-evidence note: A complete pair of reviewed endpoint pages was unavailable; this does not disprove the map relationship.
vocab-raw record present: true

assessment-relationship:lora>continual:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-lora>continual:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: not_found
vocab-confidence: low
vocab-evidence note: No cross-link was found between the reviewed endpoint pages; link absence does not disprove this map relationship.
vocab-raw record present: true

assessment-relationship:sgd>dp:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-sgd>dp:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: not_found
vocab-confidence: low
vocab-evidence note: No cross-link was found between the reviewed endpoint pages; link absence does not disprove this map relationship.
vocab-raw record present: true

assessment-relationship:dp>federated:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-dp>federated:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: indirect
vocab-confidence: medium
vocab-evidence note: The reviewed “Federated learning” article links to “Differential privacy”; this is contextual, not causal, evidence.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-relationship:universalapprox>dltheory:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-universalapprox>dltheory:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: not_found
vocab-confidence: low
vocab-evidence note: No cross-link was found between the reviewed endpoint pages; link absence does not disprove this map relationship.
vocab-raw record present: true

assessment-relationship:backprop>dltheory:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-backprop>dltheory:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: not_found
vocab-confidence: low
vocab-evidence note: No cross-link was found between the reviewed endpoint pages; link absence does not disprove this map relationship.
vocab-raw record present: true

assessment-relationship:continual>gap memory:gap
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-continual>gap memory:gap
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: hypothesis
vocab-evidence note: This proposed combination is a map hypothesis; Wikipedia absence does not establish novelty.
vocab-raw record present: true

assessment-relationship:titans>gap memory:gap
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-titans>gap memory:gap
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: hypothesis
vocab-evidence note: This proposed combination is a map hypothesis; Wikipedia absence does not establish novelty.
vocab-raw record present: true

assessment-relationship:shannon48>mtgeorgetown:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-shannon48>mtgeorgetown:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: not_found
vocab-confidence: low
vocab-evidence note: No cross-link was found between the reviewed endpoint pages; link absence does not disprove this map relationship.
vocab-raw record present: true

assessment-relationship:cogrev>chomsky:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-cogrev>chomsky:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: indirect
vocab-confidence: medium
vocab-evidence note: The reviewed “Generative grammar” article links to “Cognitive revolution”; this is contextual, not causal, evidence.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-relationship:turingtest>eliza:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-turingtest>eliza:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: indirect
vocab-confidence: medium
vocab-evidence note: The reviewed endpoint articles cross-link; this is contextual evidence, not causal confirmation.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-relationship:semanticnets>conceptualdep:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-semanticnets>conceptualdep:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: not_found
vocab-confidence: low
vocab-evidence note: No cross-link was found between the reviewed endpoint pages; link absence does not disprove this map relationship.
vocab-raw record present: true

assessment-relationship:chomsky>conceptualdep:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-chomsky>conceptualdep:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: not_found
vocab-confidence: low
vocab-evidence note: No cross-link was found between the reviewed endpoint pages; link absence does not disprove this map relationship.
vocab-raw record present: true

assessment-relationship:markov>hmmspeech:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-markov>hmmspeech:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: indirect
vocab-confidence: medium
vocab-evidence note: The reviewed endpoint articles cross-link; this is contextual evidence, not causal confirmation.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-relationship:stats25>hmmspeech:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-stats25>hmmspeech:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: not_found
vocab-confidence: low
vocab-evidence note: No cross-link was found between the reviewed endpoint pages; link absence does not disprove this map relationship.
vocab-raw record present: true

assessment-relationship:shannon48>ngram:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-shannon48>ngram:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: not_found
vocab-confidence: low
vocab-evidence note: No cross-link was found between the reviewed endpoint pages; link absence does not disprove this map relationship.
vocab-raw record present: true

assessment-relationship:hmmspeech>ngram:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-hmmspeech>ngram:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: indirect
vocab-confidence: medium
vocab-evidence note: The reviewed “Word n-gram language model” article links to “Hidden Markov model”; this is contextual, not causal, evidence.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-relationship:shannon48>ir:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-shannon48>ir:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: not_found
vocab-confidence: low
vocab-evidence note: No cross-link was found between the reviewed endpoint pages; link absence does not disprove this map relationship.
vocab-raw record present: true

assessment-relationship:stats25>ir:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-stats25>ir:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: not_found
vocab-confidence: low
vocab-evidence note: No cross-link was found between the reviewed endpoint pages; link absence does not disprove this map relationship.
vocab-raw record present: true

assessment-relationship:chomsky>treebank:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-chomsky>treebank:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: not_found
vocab-confidence: low
vocab-evidence note: No cross-link was found between the reviewed endpoint pages; link absence does not disprove this map relationship.
vocab-raw record present: true

assessment-relationship:ngram>treebank:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-ngram>treebank:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: not_found
vocab-confidence: low
vocab-evidence note: No cross-link was found between the reviewed endpoint pages; link absence does not disprove this map relationship.
vocab-raw record present: true

assessment-relationship:ngram>smt:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-ngram>smt:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: indirect
vocab-confidence: medium
vocab-evidence note: The reviewed endpoint articles cross-link; this is contextual evidence, not causal confirmation.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-relationship:mtgeorgetown>smt:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-mtgeorgetown>smt:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: not_found
vocab-confidence: low
vocab-evidence note: No cross-link was found between the reviewed endpoint pages; link absence does not disprove this map relationship.
vocab-raw record present: true

assessment-relationship:semanticnets>wordnet:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-semanticnets>wordnet:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: indirect
vocab-confidence: medium
vocab-evidence note: The reviewed endpoint articles cross-link; this is contextual evidence, not causal confirmation.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-relationship:ngram>bengio03:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-ngram>bengio03:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: indirect
vocab-confidence: medium
vocab-evidence note: The reviewed “Language model” article links to “Word n-gram language model”; this is contextual, not causal, evidence.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-relationship:backprop>bengio03:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-backprop>bengio03:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: indirect
vocab-confidence: medium
vocab-evidence note: The reviewed endpoint articles cross-link; this is contextual evidence, not causal confirmation.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-relationship:treebank>watson:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-treebank>watson:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: not_found
vocab-confidence: low
vocab-evidence note: No cross-link was found between the reviewed endpoint pages; link absence does not disprove this map relationship.
vocab-raw record present: true

assessment-relationship:ngram>watson:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-ngram>watson:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: not_found
vocab-confidence: low
vocab-evidence note: No cross-link was found between the reviewed endpoint pages; link absence does not disprove this map relationship.
vocab-raw record present: true

assessment-relationship:ir>watson:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-ir>watson:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: not_found
vocab-confidence: low
vocab-evidence note: No cross-link was found between the reviewed endpoint pages; link absence does not disprove this map relationship.
vocab-raw record present: true

assessment-relationship:dbn>dlspeech:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-dbn>dlspeech:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: not_found
vocab-confidence: low
vocab-evidence note: No cross-link was found between the reviewed endpoint pages; link absence does not disprove this map relationship.
vocab-raw record present: true

assessment-relationship:hmmspeech>dlspeech:sup
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-hmmspeech>dlspeech:sup
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: indirect
vocab-confidence: medium
vocab-evidence note: The reviewed endpoint articles cross-link; this is contextual evidence, not causal confirmation.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-relationship:bengio03>word2vec:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-bengio03>word2vec:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: indirect
vocab-confidence: medium
vocab-evidence note: The reviewed endpoint articles cross-link; this is contextual evidence, not causal confirmation.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-relationship:lstm>seq2seq:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-lstm>seq2seq:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: indirect
vocab-confidence: medium
vocab-evidence note: The reviewed endpoint articles cross-link; this is contextual evidence, not causal confirmation.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-relationship:bengio03>seq2seq:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-bengio03>seq2seq:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: indirect
vocab-confidence: medium
vocab-evidence note: The reviewed endpoint articles cross-link; this is contextual evidence, not causal confirmation.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-relationship:seq2seq>nmt:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-seq2seq>nmt:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: indirect
vocab-confidence: medium
vocab-evidence note: The reviewed endpoint articles cross-link; this is contextual evidence, not causal confirmation.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-relationship:attention>nmt:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-attention>nmt:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: indirect
vocab-confidence: medium
vocab-evidence note: The reviewed “Google Neural Machine Translation” article links to “Attention (machine learning)”; this is contextual, not causal, evidence.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-relationship:subword>nmt:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-subword>nmt:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: not_assessed
vocab-raw record present: false

assessment-relationship:smt>nmt:sup
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-smt>nmt:sup
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: indirect
vocab-confidence: medium
vocab-evidence note: The reviewed “Google Neural Machine Translation” article links to “Statistical machine translation”; this is contextual, not causal, evidence.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-relationship:transformer>bert:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-transformer>bert:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: indirect
vocab-confidence: medium
vocab-evidence note: The reviewed endpoint articles cross-link; this is contextual evidence, not causal confirmation.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-relationship:selfsup>bert:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-selfsup>bert:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: indirect
vocab-confidence: medium
vocab-evidence note: The reviewed endpoint articles cross-link; this is contextual evidence, not causal confirmation.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-relationship:elmo>bert:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-elmo>bert:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: confirmed
vocab-confidence: high
vocab-evidence note: The ELMo article explicitly describes the transition from contextual bidirectional-LSTM representations to BERT's transformer encoder and similar pretrain–finetune workflow.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-relationship:subword>bert:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-subword>bert:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: not_assessed
vocab-raw record present: false

assessment-relationship:word2vec>bert:sup
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-word2vec>bert:sup
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: indirect
vocab-confidence: medium
vocab-evidence note: The reviewed endpoint articles cross-link; this is contextual evidence, not causal confirmation.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-relationship:transformer>gpt2:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-transformer>gpt2:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: indirect
vocab-confidence: medium
vocab-evidence note: The reviewed endpoint articles cross-link; this is contextual evidence, not causal confirmation.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-relationship:bengio03>gpt2:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-bengio03>gpt2:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: not_found
vocab-confidence: low
vocab-evidence note: No cross-link was found between the reviewed endpoint pages; link absence does not disprove this map relationship.
vocab-raw record present: true

assessment-relationship:subword>gpt2:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-subword>gpt2:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: not_assessed
vocab-raw record present: false

assessment-relationship:ngram>gpt2:sup
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-ngram>gpt2:sup
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: not_found
vocab-confidence: low
vocab-evidence note: No cross-link was found between the reviewed endpoint pages; link absence does not disprove this map relationship.
vocab-raw record present: true

assessment-relationship:gpt2>gpt3:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-gpt2>gpt3:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: indirect
vocab-confidence: medium
vocab-evidence note: The reviewed endpoint articles cross-link; this is contextual evidence, not causal confirmation.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-relationship:scalinglaws>gpt3:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-scalinglaws>gpt3:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: indirect
vocab-confidence: medium
vocab-evidence note: The reviewed “Neural scaling law” article links to “GPT-3”; this is contextual, not causal, evidence.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-relationship:gpt3>codegen:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-gpt3>codegen:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: indirect
vocab-confidence: medium
vocab-evidence note: The reviewed endpoint articles cross-link; this is contextual evidence, not causal confirmation.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-relationship:neuralprog>codegen:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-neuralprog>codegen:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: not_assessed
vocab-raw record present: false

assessment-relationship:gpt3>cot:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-gpt3>cot:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: not_found
vocab-confidence: low
vocab-evidence note: No cross-link was found between the reviewed endpoint pages; link absence does not disprove this map relationship.
vocab-raw record present: true

assessment-relationship:gpt3>instruct:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-gpt3>instruct:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: indirect
vocab-confidence: medium
vocab-evidence note: The reviewed “GPT-3” article links to “Reinforcement learning from human feedback”; this is contextual, not causal, evidence.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-relationship:rlhf>instruct:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-rlhf>instruct:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: not_found
vocab-confidence: low
vocab-evidence note: Both developments map to one article, so no distinct article cross-link supports this relationship; this is not disproof.
vocab-raw record present: true

assessment-relationship:instructiontune>instruct:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-instructiontune>instruct:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: not_assessed
vocab-raw record present: false

assessment-relationship:instruct>chatgpt:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-instruct>chatgpt:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: indirect
vocab-confidence: medium
vocab-evidence note: The reviewed endpoint articles cross-link; this is contextual evidence, not causal confirmation.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-relationship:nucleus>chatgpt:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-nucleus>chatgpt:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: not_assessed
vocab-raw record present: false

assessment-relationship:instructiontune>chatgpt:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-instructiontune>chatgpt:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: not_assessed
vocab-raw record present: false

assessment-relationship:cot>promptengineering:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-cot>promptengineering:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: not_found
vocab-confidence: low
vocab-evidence note: Both developments map to one article, so no distinct article cross-link supports this relationship; this is not disproof.
vocab-raw record present: true

assessment-relationship:chatgpt>promptengineering:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-chatgpt>promptengineering:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: indirect
vocab-confidence: medium
vocab-evidence note: The reviewed endpoint articles cross-link; this is contextual evidence, not causal confirmation.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-relationship:promptengineering>contexteng:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-promptengineering>contexteng:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: not_found
vocab-confidence: low
vocab-evidence note: Both developments map to one article, so no distinct article cross-link supports this relationship; this is not disproof.
vocab-raw record present: true

assessment-relationship:rag>contexteng:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-rag>contexteng:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: indirect
vocab-confidence: medium
vocab-evidence note: The reviewed endpoint articles cross-link; this is contextual evidence, not causal confirmation.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-relationship:longctx>contexteng:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-longctx>contexteng:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: not_found
vocab-confidence: low
vocab-evidence note: No cross-link was found between the reviewed endpoint pages; link absence does not disprove this map relationship.
vocab-raw record present: true

assessment-relationship:mcp>contexteng:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-mcp>contexteng:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: indirect
vocab-confidence: medium
vocab-evidence note: The reviewed endpoint articles cross-link; this is contextual evidence, not causal confirmation.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-relationship:denseretrieval>contexteng:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-denseretrieval>contexteng:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: not_assessed
vocab-raw record present: false

assessment-relationship:chatgpt>gpt4:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-chatgpt>gpt4:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: indirect
vocab-confidence: medium
vocab-evidence note: The reviewed endpoint articles cross-link; this is contextual evidence, not causal confirmation.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-relationship:scalinglaws>gpt4:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-scalinglaws>gpt4:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: not_found
vocab-confidence: low
vocab-evidence note: No cross-link was found between the reviewed endpoint pages; link absence does not disprove this map relationship.
vocab-raw record present: true

assessment-relationship:chatgpt>openweights:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-chatgpt>openweights:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: not_found
vocab-confidence: low
vocab-evidence note: No cross-link was found between the reviewed endpoint pages; link absence does not disprove this map relationship.
vocab-raw record present: true

assessment-relationship:lora>openweights:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-lora>openweights:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: not_found
vocab-confidence: low
vocab-evidence note: No cross-link was found between the reviewed endpoint pages; link absence does not disprove this map relationship.
vocab-raw record present: true

assessment-relationship:hf>openweights:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-hf>openweights:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: indirect
vocab-confidence: medium
vocab-evidence note: The reviewed “Open-source artificial intelligence” article links to “Hugging Face”; this is contextual, not causal, evidence.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-relationship:nucleus>openweights:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-nucleus>openweights:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: not_assessed
vocab-raw record present: false

assessment-relationship:instructiontune>openweights:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-instructiontune>openweights:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: not_assessed
vocab-raw record present: false

assessment-relationship:bert>rag:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-bert>rag:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: indirect
vocab-confidence: medium
vocab-evidence note: The reviewed “BERT (language model)” article links to “Retrieval-augmented generation”; this is contextual, not causal, evidence.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-relationship:ir>rag:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-ir>rag:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: partial
vocab-confidence: medium
vocab-evidence note: Wikipedia confirms that RAG combines generation with information retrieval; the more specific vector-space lineage is a historical synthesis rather than an explicit dependency statement.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-relationship:kgraphs>rag:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-kgraphs>rag:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: not_found
vocab-confidence: low
vocab-evidence note: No cross-link was found between the reviewed endpoint pages; link absence does not disprove this map relationship.
vocab-raw record present: true

assessment-relationship:denseretrieval>rag:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-denseretrieval>rag:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: not_assessed
vocab-raw record present: false

assessment-relationship:flash>longctx:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-flash>longctx:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: indirect
vocab-confidence: medium
vocab-evidence note: The reviewed “Transformer (deep learning)” article links to “Context window”; this is contextual, not causal, evidence.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-relationship:gpt4>longctx:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-gpt4>longctx:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: not_found
vocab-confidence: low
vocab-evidence note: No cross-link was found between the reviewed endpoint pages; link absence does not disprove this map relationship.
vocab-raw record present: true

assessment-relationship:llmserving>longctx:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-llmserving>longctx:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: not_assessed
vocab-raw record present: false

assessment-relationship:cot>reasoning:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-cot>reasoning:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: indirect
vocab-confidence: medium
vocab-evidence note: The reviewed endpoint articles cross-link; this is contextual evidence, not causal confirmation.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-relationship:rlvr>reasoning:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-rlvr>reasoning:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: indirect
vocab-confidence: medium
vocab-evidence note: The reviewed endpoint articles cross-link; this is contextual evidence, not causal confirmation.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-relationship:testtime>reasoning:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-testtime>reasoning:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: indirect
vocab-confidence: medium
vocab-evidence note: The reviewed “Reasoning model” article links to “Neural scaling law”; this is contextual, not causal, evidence.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-relationship:diffusion>diffusionllm:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-diffusion>diffusionllm:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: not_found
vocab-confidence: low
vocab-evidence note: Both developments map to one article, so no distinct article cross-link supports this relationship; this is not disproof.
vocab-raw record present: true

assessment-relationship:gpt4>diffusionllm:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-gpt4>diffusionllm:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: indirect
vocab-confidence: medium
vocab-evidence note: The reviewed “GPT-4” article links to “Diffusion model”; this is contextual, not causal, evidence.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-relationship:gpt4>frontier26:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-gpt4>frontier26:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: indirect
vocab-confidence: medium
vocab-evidence note: The reviewed endpoint articles cross-link; this is contextual evidence, not causal confirmation.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-relationship:reasoning>frontier26:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-reasoning>frontier26:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: indirect
vocab-confidence: medium
vocab-evidence note: The reviewed endpoint articles cross-link; this is contextual evidence, not causal confirmation.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-relationship:agentsllm>frontier26:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-agentsllm>frontier26:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: indirect
vocab-confidence: medium
vocab-evidence note: The reviewed endpoint articles cross-link; this is contextual evidence, not causal confirmation.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-relationship:speechfm>frontier26:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-speechfm>frontier26:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: not_assessed
vocab-raw record present: false

assessment-relationship:instructiontune>frontier26:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-instructiontune>frontier26:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: not_assessed
vocab-raw record present: false

assessment-relationship:llmserving>frontier26:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-llmserving>frontier26:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: not_assessed
vocab-raw record present: false

assessment-relationship:agentbench>frontier26:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-agentbench>frontier26:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: not_assessed
vocab-raw record present: false

assessment-relationship:lstm>elmo:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-lstm>elmo:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: indirect
vocab-confidence: medium
vocab-evidence note: The reviewed “ELMo” article links to “Long short-term memory”; this is contextual, not causal, evidence.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-relationship:word2vec>elmo:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-word2vec>elmo:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: indirect
vocab-confidence: medium
vocab-evidence note: The reviewed endpoint articles cross-link; this is contextual evidence, not causal confirmation.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-relationship:selfsup>elmo:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-selfsup>elmo:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: not_found
vocab-confidence: low
vocab-evidence note: No cross-link was found between the reviewed endpoint pages; link absence does not disprove this map relationship.
vocab-raw record present: true

assessment-relationship:hubel59>roberts63:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-hubel59>roberts63:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: not_found
vocab-confidence: low
vocab-evidence note: No cross-link was found between the reviewed endpoint pages; link absence does not disprove this map relationship.
vocab-raw record present: true

assessment-relationship:roberts63>marr:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-roberts63>marr:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: not_found
vocab-confidence: low
vocab-evidence note: No cross-link was found between the reviewed endpoint pages; link absence does not disprove this map relationship.
vocab-raw record present: true

assessment-relationship:hubel59>marr:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-hubel59>marr:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: not_found
vocab-confidence: low
vocab-evidence note: No cross-link was found between the reviewed endpoint pages; link absence does not disprove this map relationship.
vocab-raw record present: true

assessment-relationship:marr>sift:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-marr>sift:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: not_found
vocab-confidence: low
vocab-evidence note: No cross-link was found between the reviewed endpoint pages; link absence does not disprove this map relationship.
vocab-raw record present: true

assessment-relationship:adaboost>facedetect:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-adaboost>facedetect:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: indirect
vocab-confidence: medium
vocab-evidence note: The reviewed endpoint articles cross-link; this is contextual evidence, not causal confirmation.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-relationship:sift>facedetect:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-sift>facedetect:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: not_found
vocab-confidence: low
vocab-evidence note: No cross-link was found between the reviewed endpoint pages; link absence does not disprove this map relationship.
vocab-raw record present: true

assessment-relationship:internetdata>imagenet:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-internetdata>imagenet:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: not_found
vocab-confidence: low
vocab-evidence note: No cross-link was found between the reviewed endpoint pages; link absence does not disprove this map relationship.
vocab-raw record present: true

assessment-relationship:mturk>imagenet:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-mturk>imagenet:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: indirect
vocab-confidence: medium
vocab-evidence note: The reviewed “ImageNet” article links to “Amazon Mechanical Turk”; this is contextual, not causal, evidence.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-relationship:cnn89>alexnet:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-cnn89>alexnet:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: indirect
vocab-confidence: medium
vocab-evidence note: The reviewed endpoint articles cross-link; this is contextual evidence, not causal confirmation.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-relationship:imagenet>alexnet:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-imagenet>alexnet:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: indirect
vocab-confidence: medium
vocab-evidence note: The reviewed endpoint articles cross-link; this is contextual evidence, not causal confirmation.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-relationship:gpgpu>alexnet:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-gpgpu>alexnet:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: indirect
vocab-confidence: medium
vocab-evidence note: The reviewed “AlexNet” article links to “General-purpose computing on graphics processing units”; this is contextual, not causal, evidence.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-relationship:relu>alexnet:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-relu>alexnet:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: indirect
vocab-confidence: medium
vocab-evidence note: The reviewed “Rectified linear unit” article links to “AlexNet”; this is contextual, not causal, evidence.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-relationship:sift>alexnet:sup
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-sift>alexnet:sup
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: indirect
vocab-confidence: medium
vocab-evidence note: The reviewed “AlexNet” article links to “Scale-invariant feature transform”; this is contextual, not causal, evidence.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-relationship:dbn>alexnet:sup
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-dbn>alexnet:sup
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: indirect
vocab-confidence: medium
vocab-evidence note: The reviewed endpoint articles cross-link; this is contextual evidence, not causal confirmation.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-relationship:svm>alexnet:sup
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-svm>alexnet:sup
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: indirect
vocab-confidence: medium
vocab-evidence note: The reviewed endpoint articles cross-link; this is contextual evidence, not causal confirmation.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-relationship:alexnet>detection:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-alexnet>detection:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: not_found
vocab-confidence: low
vocab-evidence note: No cross-link was found between the reviewed endpoint pages; link absence does not disprove this map relationship.
vocab-raw record present: true

assessment-relationship:resnet>detection:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-resnet>detection:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: not_found
vocab-confidence: low
vocab-evidence note: No cross-link was found between the reviewed endpoint pages; link absence does not disprove this map relationship.
vocab-raw record present: true

assessment-relationship:alexnet>deepface:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-alexnet>deepface:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: not_found
vocab-confidence: low
vocab-evidence note: No cross-link was found between the reviewed endpoint pages; link absence does not disprove this map relationship.
vocab-raw record present: true

assessment-relationship:cnn89>unet:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-cnn89>unet:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: indirect
vocab-confidence: medium
vocab-evidence note: The reviewed “U-Net” article links to “LeNet”; this is contextual, not causal, evidence.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-relationship:alexnet>unet:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-alexnet>unet:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: indirect
vocab-confidence: medium
vocab-evidence note: The reviewed “U-Net” article links to “AlexNet”; this is contextual, not causal, evidence.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-relationship:transformer>vit:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-transformer>vit:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: indirect
vocab-confidence: medium
vocab-evidence note: The reviewed endpoint articles cross-link; this is contextual evidence, not causal confirmation.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-relationship:imagenet>vit:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-imagenet>vit:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: indirect
vocab-confidence: medium
vocab-evidence note: The reviewed “Vision transformer” article links to “ImageNet”; this is contextual, not causal, evidence.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-relationship:vit>clip:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-vit>clip:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: indirect
vocab-confidence: medium
vocab-evidence note: The reviewed “Contrastive Language–Image Pre-training” article links to “Vision transformer”; this is contextual, not causal, evidence.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-relationship:selfsup>clip:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-selfsup>clip:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: indirect
vocab-confidence: medium
vocab-evidence note: The reviewed “Contrastive Language–Image Pre-training” article links to “Self-supervised learning”; this is contextual, not causal, evidence.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-relationship:vit>sam:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-vit>sam:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: indirect
vocab-confidence: medium
vocab-evidence note: The reviewed “Vision transformer” article links to “Image segmentation”; this is contextual, not causal, evidence.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-relationship:clip>sam:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-clip>sam:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: not_found
vocab-confidence: low
vocab-evidence note: No cross-link was found between the reviewed endpoint pages; link absence does not disprove this map relationship.
vocab-raw record present: true

assessment-relationship:resnet>neural3d:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-resnet>neural3d:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: not_found
vocab-confidence: low
vocab-evidence note: No cross-link was found between the reviewed endpoint pages; link absence does not disprove this map relationship.
vocab-raw record present: true

assessment-relationship:marr>neural3d:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-marr>neural3d:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: not_found
vocab-confidence: low
vocab-evidence note: No cross-link was found between the reviewed endpoint pages; link absence does not disprove this map relationship.
vocab-raw record present: true

assessment-relationship:selfsup>vjepa:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-selfsup>vjepa:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: indirect
vocab-confidence: medium
vocab-evidence note: The reviewed endpoint articles cross-link; this is contextual evidence, not causal confirmation.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-relationship:worldmodels18>vjepa:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-worldmodels18>vjepa:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: not_found
vocab-confidence: low
vocab-evidence note: Both developments map to one article, so no distinct article cross-link supports this relationship; this is not disproof.
vocab-raw record present: true

assessment-relationship:clip>multimodal:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-clip>multimodal:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: indirect
vocab-confidence: medium
vocab-evidence note: The reviewed “Contrastive Language–Image Pre-training” article links to “Multimodal learning”; this is contextual, not causal, evidence.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-relationship:gpt4>multimodal:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-gpt4>multimodal:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: indirect
vocab-confidence: medium
vocab-evidence note: The reviewed “GPT-4” article links to “Multimodal learning”; this is contextual, not causal, evidence.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-relationship:speechfm>multimodal:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-speechfm>multimodal:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: not_assessed
vocab-raw record present: false

assessment-relationship:autoencoders>vae:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-autoencoders>vae:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: indirect
vocab-confidence: medium
vocab-evidence note: The reviewed endpoint articles cross-link; this is contextual evidence, not causal confirmation.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-relationship:mcmc>vae:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-mcmc>vae:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: not_found
vocab-confidence: low
vocab-evidence note: No cross-link was found between the reviewed endpoint pages; link absence does not disprove this map relationship.
vocab-raw record present: true

assessment-relationship:gametheory>gan:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-gametheory>gan:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: indirect
vocab-confidence: medium
vocab-evidence note: The reviewed “Generative adversarial network” article links to “Game theory”; this is contextual, not causal, evidence.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-relationship:vae>gan:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-vae>gan:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: indirect
vocab-confidence: medium
vocab-evidence note: The reviewed endpoint articles cross-link; this is contextual evidence, not causal confirmation.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-relationship:optimaltransport>gan:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-optimaltransport>gan:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: not_assessed
vocab-raw record present: false

assessment-relationship:vae>flows:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-vae>flows:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: indirect
vocab-confidence: medium
vocab-evidence note: The reviewed “Flow-based generative model” article links to “Variational autoencoder”; this is contextual, not causal, evidence.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-relationship:optimaltransport>flows:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-optimaltransport>flows:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: not_assessed
vocab-raw record present: false

assessment-relationship:alexnet>neuralstyle:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-alexnet>neuralstyle:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: indirect
vocab-confidence: medium
vocab-evidence note: The reviewed “Neural style transfer” article links to “AlexNet”; this is contextual, not causal, evidence.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-relationship:cnn89>wavenet:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-cnn89>wavenet:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: indirect
vocab-confidence: medium
vocab-evidence note: The reviewed “WaveNet” article links to “LeNet”; this is contextual, not causal, evidence.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-relationship:rnn>wavenet:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-rnn>wavenet:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: indirect
vocab-confidence: medium
vocab-evidence note: The reviewed endpoint articles cross-link; this is contextual evidence, not causal confirmation.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-relationship:vae>diffusion:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-vae>diffusion:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: indirect
vocab-confidence: medium
vocab-evidence note: The reviewed endpoint articles cross-link; this is contextual evidence, not causal confirmation.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-relationship:boltzmann>diffusion:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-boltzmann>diffusion:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: indirect
vocab-confidence: medium
vocab-evidence note: The reviewed “Diffusion model” article links to “Boltzmann machine”; this is contextual, not causal, evidence.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-relationship:unet>diffusion:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-unet>diffusion:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: confirmed
vocab-confidence: high
vocab-evidence note: The U-Net article explicitly documents its use in diffusion models for iterative image denoising.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-relationship:gan>diffusion:sup
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-gan>diffusion:sup
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: indirect
vocab-confidence: medium
vocab-evidence note: The reviewed endpoint articles cross-link; this is contextual evidence, not causal confirmation.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-relationship:diffusion>txt2img:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-diffusion>txt2img:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: indirect
vocab-confidence: medium
vocab-evidence note: The reviewed endpoint articles cross-link; this is contextual evidence, not causal confirmation.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-relationship:clip>txt2img:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-clip>txt2img:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: not_found
vocab-confidence: low
vocab-evidence note: No cross-link was found between the reviewed endpoint pages; link absence does not disprove this map relationship.
vocab-raw record present: true

assessment-relationship:vqcodes>txt2img:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-vqcodes>txt2img:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: not_assessed
vocab-raw record present: false

assessment-relationship:neuralstyle>txt2img:sup
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-neuralstyle>txt2img:sup
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: not_found
vocab-confidence: low
vocab-evidence note: No cross-link was found between the reviewed endpoint pages; link absence does not disprove this map relationship.
vocab-raw record present: true

assessment-relationship:diffusion>dit:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-diffusion>dit:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: not_found
vocab-confidence: low
vocab-evidence note: Both developments map to one article, so no distinct article cross-link supports this relationship; this is not disproof.
vocab-raw record present: true

assessment-relationship:vit>dit:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-vit>dit:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: indirect
vocab-confidence: medium
vocab-evidence note: The reviewed endpoint articles cross-link; this is contextual evidence, not causal confirmation.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-relationship:flowmatching>dit:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-flowmatching>dit:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: not_assessed
vocab-raw record present: false

assessment-relationship:wavenet>musicgen:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-wavenet>musicgen:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: indirect
vocab-confidence: medium
vocab-evidence note: The reviewed endpoint articles cross-link; this is contextual evidence, not causal confirmation.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-relationship:diffusion>musicgen:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-diffusion>musicgen:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: not_found
vocab-confidence: low
vocab-evidence note: No cross-link was found between the reviewed endpoint pages; link absence does not disprove this map relationship.
vocab-raw record present: true

assessment-relationship:vqcodes>musicgen:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-vqcodes>musicgen:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: not_assessed
vocab-raw record present: false

assessment-relationship:speechfm>musicgen:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-speechfm>musicgen:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: not_assessed
vocab-raw record present: false

assessment-relationship:dit>video:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-dit>video:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: indirect
vocab-confidence: medium
vocab-evidence note: The reviewed “Text-to-video model” article links to “Diffusion model”; this is contextual, not causal, evidence.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-relationship:txt2img>video:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-txt2img>video:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: indirect
vocab-confidence: medium
vocab-evidence note: The reviewed endpoint articles cross-link; this is contextual evidence, not causal confirmation.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-relationship:vqcodes>video:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-vqcodes>video:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: not_assessed
vocab-raw record present: false

assessment-relationship:flowmatching>video:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-flowmatching>video:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: not_assessed
vocab-raw record present: false

assessment-relationship:video>genie:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-video>genie:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: indirect
vocab-confidence: medium
vocab-evidence note: The reviewed endpoint articles cross-link; this is contextual evidence, not causal confirmation.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-relationship:worldmodels18>genie:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-worldmodels18>genie:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: indirect
vocab-confidence: medium
vocab-evidence note: The reviewed endpoint articles cross-link; this is contextual evidence, not causal confirmation.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-relationship:vqcodes>genie:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-vqcodes>genie:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: not_assessed
vocab-raw record present: false

assessment-relationship:genie>gap dreamtrain:gap
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-genie>gap dreamtrain:gap
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: hypothesis
vocab-evidence note: This proposed combination is a map hypothesis; Wikipedia absence does not establish novelty.
vocab-raw record present: true

assessment-relationship:rtfm>gap dreamtrain:gap
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-rtfm>gap dreamtrain:gap
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: hypothesis
vocab-evidence note: This proposed combination is a map hypothesis; Wikipedia absence does not establish novelty.
vocab-raw record present: true

assessment-relationship:simenv>gap dreamtrain:gap
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-simenv>gap dreamtrain:gap
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: hypothesis
vocab-evidence note: This proposed combination is a map hypothesis; Wikipedia absence does not establish novelty.
vocab-raw record present: true

assessment-relationship:visuomotor>gap dreamtrain:gap
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-visuomotor>gap dreamtrain:gap
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: not_assessed
vocab-raw record present: false

assessment-relationship:wiener48>kalman:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-wiener48>kalman:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: not_found
vocab-confidence: low
vocab-evidence note: No cross-link was found between the reviewed endpoint pages; link absence does not disprove this map relationship.
vocab-raw record present: true

assessment-relationship:markov>kalman:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-markov>kalman:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: indirect
vocab-confidence: medium
vocab-evidence note: The reviewed “Kalman filter” article links to “Markov chain”; this is contextual, not causal, evidence.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-relationship:stats25>patternrec:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-stats25>patternrec:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: indirect
vocab-confidence: medium
vocab-evidence note: The reviewed “Pattern recognition” article links to “Statistical inference”; this is contextual, not causal, evidence.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-relationship:perceptron>patternrec:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-perceptron>patternrec:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: indirect
vocab-confidence: medium
vocab-evidence note: The reviewed endpoint articles cross-link; this is contextual evidence, not causal confirmation.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-relationship:stats25>em:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-stats25>em:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: not_found
vocab-confidence: low
vocab-evidence note: No cross-link was found between the reviewed endpoint pages; link absence does not disprove this map relationship.
vocab-raw record present: true

assessment-relationship:complexity71>pac:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-complexity71>pac:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: not_found
vocab-confidence: low
vocab-evidence note: No cross-link was found between the reviewed endpoint pages; link absence does not disprove this map relationship.
vocab-raw record present: true

assessment-relationship:patternrec>pac:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-patternrec>pac:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: indirect
vocab-confidence: medium
vocab-evidence note: The reviewed “Pattern recognition” article links to “Probably approximately correct learning”; this is contextual, not causal, evidence.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-relationship:patternrec>dtrees:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-patternrec>dtrees:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: indirect
vocab-confidence: medium
vocab-evidence note: The reviewed “Pattern recognition” article links to “Decision tree learning”; this is contextual, not causal, evidence.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-relationship:em>bayesnets:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-em>bayesnets:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: indirect
vocab-confidence: medium
vocab-evidence note: The reviewed endpoint articles cross-link; this is contextual evidence, not causal confirmation.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-relationship:stats25>bayesnets:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-stats25>bayesnets:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: not_found
vocab-confidence: low
vocab-evidence note: No cross-link was found between the reviewed endpoint pages; link absence does not disprove this map relationship.
vocab-raw record present: true

assessment-relationship:stats25>mcmc:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-stats25>mcmc:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: not_found
vocab-confidence: low
vocab-evidence note: No cross-link was found between the reviewed endpoint pages; link absence does not disprove this map relationship.
vocab-raw record present: true

assessment-relationship:em>mcmc:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-em>mcmc:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: not_found
vocab-confidence: low
vocab-evidence note: No cross-link was found between the reviewed endpoint pages; link absence does not disprove this map relationship.
vocab-raw record present: true

assessment-relationship:pac>svm:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-pac>svm:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: indirect
vocab-confidence: medium
vocab-evidence note: The reviewed endpoint articles cross-link; this is contextual evidence, not causal confirmation.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-relationship:patternrec>svm:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-patternrec>svm:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: indirect
vocab-confidence: medium
vocab-evidence note: The reviewed “Pattern recognition” article links to “Support vector machine”; this is contextual, not causal, evidence.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-relationship:stats25>gp:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-stats25>gp:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: not_found
vocab-confidence: low
vocab-evidence note: No cross-link was found between the reviewed endpoint pages; link absence does not disprove this map relationship.
vocab-raw record present: true

assessment-relationship:bayesnets>gp:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-bayesnets>gp:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: indirect
vocab-confidence: medium
vocab-evidence note: The reviewed “Gaussian process” article links to “Bayesian network”; this is contextual, not causal, evidence.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-relationship:dtrees>adaboost:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-dtrees>adaboost:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: indirect
vocab-confidence: medium
vocab-evidence note: The reviewed endpoint articles cross-link; this is contextual evidence, not causal confirmation.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-relationship:pac>adaboost:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-pac>adaboost:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: indirect
vocab-confidence: medium
vocab-evidence note: The reviewed endpoint articles cross-link; this is contextual evidence, not causal confirmation.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-relationship:bayesnets>graphicalmodels:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-bayesnets>graphicalmodels:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: indirect
vocab-confidence: medium
vocab-evidence note: The reviewed “Conditional random field” article links to “Bayesian network”; this is contextual, not causal, evidence.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-relationship:em>graphicalmodels:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-em>graphicalmodels:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: indirect
vocab-confidence: medium
vocab-evidence note: The reviewed endpoint articles cross-link; this is contextual evidence, not causal confirmation.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-relationship:mcmc>topicmodels:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-mcmc>topicmodels:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: not_found
vocab-confidence: low
vocab-evidence note: No cross-link was found between the reviewed endpoint pages; link absence does not disprove this map relationship.
vocab-raw record present: true

assessment-relationship:em>topicmodels:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-em>topicmodels:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: not_found
vocab-confidence: low
vocab-evidence note: No cross-link was found between the reviewed endpoint pages; link absence does not disprove this map relationship.
vocab-raw record present: true

assessment-relationship:em>recsys:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-em>recsys:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: not_found
vocab-confidence: low
vocab-evidence note: No cross-link was found between the reviewed endpoint pages; link absence does not disprove this map relationship.
vocab-raw record present: true

assessment-relationship:sgd>recsys:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-sgd>recsys:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: not_found
vocab-confidence: low
vocab-evidence note: No cross-link was found between the reviewed endpoint pages; link absence does not disprove this map relationship.
vocab-raw record present: true

assessment-relationship:bayesnets>causal:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-bayesnets>causal:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: indirect
vocab-confidence: medium
vocab-evidence note: The reviewed “Bayesian network” article links to “Causal inference”; this is contextual, not causal, evidence.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-relationship:gp>bayesopt:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-gp>bayesopt:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: indirect
vocab-confidence: medium
vocab-evidence note: The reviewed “Bayesian optimization” article links to “Gaussian process”; this is contextual, not causal, evidence.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-relationship:ga>bayesopt:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-ga>bayesopt:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: not_assessed
vocab-raw record present: false

assessment-relationship:policygrad>bayesopt:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-policygrad>bayesopt:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: not_assessed
vocab-raw record present: false

assessment-relationship:mcmc>probprog:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-mcmc>probprog:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: not_found
vocab-confidence: low
vocab-evidence note: No cross-link was found between the reviewed endpoint pages; link absence does not disprove this map relationship.
vocab-raw record present: true

assessment-relationship:lisp>probprog:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-lisp>probprog:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: not_found
vocab-confidence: low
vocab-evidence note: No cross-link was found between the reviewed endpoint pages; link absence does not disprove this map relationship.
vocab-raw record present: true

assessment-relationship:gp>conformal:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-gp>conformal:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: not_found
vocab-confidence: low
vocab-evidence note: No cross-link was found between the reviewed endpoint pages; link absence does not disprove this map relationship.
vocab-raw record present: true

assessment-relationship:stats25>conformal:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-stats25>conformal:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: not_found
vocab-confidence: low
vocab-evidence note: No cross-link was found between the reviewed endpoint pages; link absence does not disprove this map relationship.
vocab-raw record present: true

assessment-relationship:alexnet>conformal:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-alexnet>conformal:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: not_assessed
vocab-raw record present: false

assessment-relationship:oodshift>conformal:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-oodshift>conformal:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: not_assessed
vocab-raw record present: false

assessment-relationship:causal>gap causal:gap
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-causal>gap causal:gap
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: hypothesis
vocab-evidence note: This proposed combination is a map hypothesis; Wikipedia absence does not establish novelty.
vocab-raw record present: true

assessment-relationship:genie>gap causal:gap
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-genie>gap causal:gap
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: hypothesis
vocab-evidence note: This proposed combination is a map hypothesis; Wikipedia absence does not establish novelty.
vocab-raw record present: true

assessment-relationship:modelbased>gap causal:gap
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-modelbased>gap causal:gap
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: hypothesis
vocab-evidence note: This proposed combination is a map hypothesis; Wikipedia absence does not establish novelty.
vocab-raw record present: true

assessment-relationship:adaboost>gap tabular:gap
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-adaboost>gap tabular:gap
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: hypothesis
vocab-evidence note: This proposed combination is a map hypothesis; Wikipedia absence does not establish novelty.
vocab-raw record present: true

assessment-relationship:transformer>gap tabular:gap
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-transformer>gap tabular:gap
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: hypothesis
vocab-evidence note: This proposed combination is a map hypothesis; Wikipedia absence does not establish novelty.
vocab-raw record present: true

assessment-relationship:vonneumann45>cellauto:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-vonneumann45>cellauto:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: not_found
vocab-confidence: low
vocab-evidence note: No cross-link was found between the reviewed endpoint pages; link absence does not disprove this map relationship.
vocab-raw record present: true

assessment-relationship:evolstrat>ga:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-evolstrat>ga:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: indirect
vocab-confidence: medium
vocab-evidence note: The reviewed endpoint articles cross-link; this is contextual evidence, not causal confirmation.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-relationship:cellauto>ga:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-cellauto>ga:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: not_found
vocab-confidence: low
vocab-evidence note: No cross-link was found between the reviewed endpoint pages; link absence does not disprove this map relationship.
vocab-raw record present: true

assessment-relationship:cellauto>alife:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-cellauto>alife:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: indirect
vocab-confidence: medium
vocab-evidence note: The reviewed “Von Neumann universal constructor” article links to “Artificial life”; this is contextual, not causal, evidence.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-relationship:ga>alife:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-ga>alife:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: indirect
vocab-confidence: medium
vocab-evidence note: The reviewed endpoint articles cross-link; this is contextual evidence, not causal confirmation.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-relationship:ga>gp92:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-ga>gp92:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: indirect
vocab-confidence: medium
vocab-evidence note: The reviewed endpoint articles cross-link; this is contextual evidence, not causal confirmation.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-relationship:alife>swarm:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-alife>swarm:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: indirect
vocab-confidence: medium
vocab-evidence note: The reviewed endpoint articles cross-link; this is contextual evidence, not causal confirmation.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-relationship:ga>neat:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-ga>neat:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: indirect
vocab-confidence: medium
vocab-evidence note: The reviewed “Neuroevolution of augmenting topologies” article links to “Genetic algorithm”; this is contextual, not causal, evidence.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-relationship:hebb49>spiking:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-hebb49>spiking:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: indirect
vocab-confidence: medium
vocab-evidence note: The reviewed “Spiking neural network” article links to “Hebbian theory”; this is contextual, not causal, evidence.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-relationship:hodgkin52>spiking:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-hodgkin52>spiking:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: indirect
vocab-confidence: medium
vocab-evidence note: The reviewed “Spiking neural network” article links to “Hodgkin–Huxley model”; this is contextual, not causal, evidence.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-relationship:hubel59>mead:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-hubel59>mead:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: not_found
vocab-confidence: low
vocab-evidence note: No cross-link was found between the reviewed endpoint pages; link absence does not disprove this map relationship.
vocab-raw record present: true

assessment-relationship:shannon37>mead:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-shannon37>mead:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: not_found
vocab-confidence: low
vocab-evidence note: No cross-link was found between the reviewed endpoint pages; link absence does not disprove this map relationship.
vocab-raw record present: true

assessment-relationship:rnn>reservoir:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-rnn>reservoir:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: indirect
vocab-confidence: medium
vocab-evidence note: The reviewed endpoint articles cross-link; this is contextual evidence, not causal confirmation.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-relationship:hubel59>htm:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-hubel59>htm:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: indirect
vocab-confidence: medium
vocab-evidence note: The reviewed “Hierarchical temporal memory” article links to “Visual cortex”; this is contextual, not causal, evidence.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-relationship:complexity71>dna:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-complexity71>dna:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: not_found
vocab-confidence: low
vocab-evidence note: No cross-link was found between the reviewed endpoint pages; link absence does not disprove this map relationship.
vocab-raw record present: true

assessment-relationship:spiking>neuromorphic:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-spiking>neuromorphic:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: indirect
vocab-confidence: medium
vocab-evidence note: The reviewed “Neuromorphic computing” article links to “Spiking neural network”; this is contextual, not causal, evidence.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-relationship:mead>neuromorphic:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-mead>neuromorphic:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: not_found
vocab-confidence: low
vocab-evidence note: Both developments map to one article, so no distinct article cross-link supports this relationship; this is not disproof.
vocab-raw record present: true

assessment-relationship:complexity71>quantumml:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-complexity71>quantumml:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: not_found
vocab-confidence: low
vocab-evidence note: No cross-link was found between the reviewed endpoint pages; link absence does not disprove this map relationship.
vocab-raw record present: true

assessment-relationship:mead>optical:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-mead>optical:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: indirect
vocab-confidence: medium
vocab-evidence note: The reviewed “Optical neural network” article links to “Neuromorphic computing”; this is contextual, not causal, evidence.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-relationship:mead>analogai:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-mead>analogai:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: indirect
vocab-confidence: medium
vocab-evidence note: The reviewed “Neuromorphic computing” article links to “Hardware for artificial intelligence”; this is contextual, not causal, evidence.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-relationship:neuromorphic>analogai:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-neuromorphic>analogai:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: indirect
vocab-confidence: medium
vocab-evidence note: The reviewed “Neuromorphic computing” article links to “Hardware for artificial intelligence”; this is contextual, not causal, evidence.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-relationship:gp92>alphaevolve:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-gp92>alphaevolve:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: indirect
vocab-confidence: medium
vocab-evidence note: The reviewed “AlphaEvolve” article links to “Genetic programming”; this is contextual, not causal, evidence.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-relationship:gpt4>alphaevolve:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-gpt4>alphaevolve:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: not_found
vocab-confidence: low
vocab-evidence note: No cross-link was found between the reviewed endpoint pages; link absence does not disprove this map relationship.
vocab-raw record present: true

assessment-relationship:mapelites>alphaevolve:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-mapelites>alphaevolve:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: not_assessed
vocab-raw record present: false

assessment-relationship:hebb49>gap biolearn:gap
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-hebb49>gap biolearn:gap
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: hypothesis
vocab-evidence note: This proposed combination is a map hypothesis; Wikipedia absence does not establish novelty.
vocab-raw record present: true

assessment-relationship:spiking>gap biolearn:gap
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-spiking>gap biolearn:gap
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: hypothesis
vocab-evidence note: This proposed combination is a map hypothesis; Wikipedia absence does not establish novelty.
vocab-raw record present: true

assessment-relationship:analogai>gap biolearn:gap
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-analogai>gap biolearn:gap
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: hypothesis
vocab-evidence note: This proposed combination is a map hypothesis; Wikipedia absence does not establish novelty.
vocab-raw record present: true

assessment-relationship:quantumml>gap quant:gap
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-quantumml>gap quant:gap
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: hypothesis
vocab-evidence note: This proposed combination is a map hypothesis; Wikipedia absence does not establish novelty.
vocab-raw record present: true

assessment-relationship:wiener48>unimate:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-wiener48>unimate:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: not_found
vocab-confidence: low
vocab-evidence note: No cross-link was found between the reviewed endpoint pages; link absence does not disprove this map relationship.
vocab-raw record present: true

assessment-relationship:astar>shakey:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-astar>shakey:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: indirect
vocab-confidence: medium
vocab-evidence note: The reviewed endpoint articles cross-link; this is contextual evidence, not causal confirmation.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-relationship:roberts63>shakey:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-roberts63>shakey:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: not_found
vocab-confidence: low
vocab-evidence note: No cross-link was found between the reviewed endpoint pages; link absence does not disprove this map relationship.
vocab-raw record present: true

assessment-relationship:shakey>moravec:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-shakey>moravec:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: not_found
vocab-confidence: low
vocab-evidence note: No cross-link was found between the reviewed endpoint pages; link absence does not disprove this map relationship.
vocab-raw record present: true

assessment-relationship:shakey>subsumption:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-shakey>subsumption:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: not_found
vocab-confidence: low
vocab-evidence note: No cross-link was found between the reviewed endpoint pages; link absence does not disprove this map relationship.
vocab-raw record present: true

assessment-relationship:wiener48>subsumption:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-wiener48>subsumption:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: not_found
vocab-confidence: low
vocab-evidence note: No cross-link was found between the reviewed endpoint pages; link absence does not disprove this map relationship.
vocab-raw record present: true

assessment-relationship:subsumption>cog:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-subsumption>cog:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: not_found
vocab-confidence: low
vocab-evidence note: No cross-link was found between the reviewed endpoint pages; link absence does not disprove this map relationship.
vocab-raw record present: true

assessment-relationship:backprop>alvinn:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-backprop>alvinn:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: not_found
vocab-confidence: low
vocab-evidence note: No cross-link was found between the reviewed endpoint pages; link absence does not disprove this map relationship.
vocab-raw record present: true

assessment-relationship:kalman>slam:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-kalman>slam:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: indirect
vocab-confidence: medium
vocab-evidence note: The reviewed endpoint articles cross-link; this is contextual evidence, not causal confirmation.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-relationship:shakey>slam:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-shakey>slam:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: not_found
vocab-confidence: low
vocab-evidence note: No cross-link was found between the reviewed endpoint pages; link absence does not disprove this map relationship.
vocab-raw record present: true

assessment-relationship:ga>evolrobotics:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-ga>evolrobotics:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: not_found
vocab-confidence: low
vocab-evidence note: No cross-link was found between the reviewed endpoint pages; link absence does not disprove this map relationship.
vocab-raw record present: true

assessment-relationship:subsumption>evolrobotics:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-subsumption>evolrobotics:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: not_found
vocab-confidence: low
vocab-evidence note: No cross-link was found between the reviewed endpoint pages; link absence does not disprove this map relationship.
vocab-raw record present: true

assessment-relationship:wiener48>bostondynamics:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-wiener48>bostondynamics:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: not_found
vocab-confidence: low
vocab-evidence note: No cross-link was found between the reviewed endpoint pages; link absence does not disprove this map relationship.
vocab-raw record present: true

assessment-relationship:slam>bostondynamics:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-slam>bostondynamics:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: indirect
vocab-confidence: medium
vocab-evidence note: The reviewed endpoint articles cross-link; this is contextual evidence, not causal confirmation.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-relationship:slam>darpagc:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-slam>darpagc:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: indirect
vocab-confidence: medium
vocab-evidence note: The reviewed “Simultaneous localization and mapping” article links to “DARPA Grand Challenge”; this is contextual, not causal, evidence.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-relationship:sift>darpagc:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-sift>darpagc:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: not_found
vocab-confidence: low
vocab-evidence note: No cross-link was found between the reviewed endpoint pages; link absence does not disprove this map relationship.
vocab-raw record present: true

assessment-relationship:slam>simenv:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-slam>simenv:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: indirect
vocab-confidence: medium
vocab-evidence note: The reviewed endpoint articles cross-link; this is contextual evidence, not causal confirmation.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-relationship:dqn>simenv:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-dqn>simenv:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: not_found
vocab-confidence: low
vocab-evidence note: No cross-link was found between the reviewed endpoint pages; link absence does not disprove this map relationship.
vocab-raw record present: true

assessment-relationship:continuousrl>simenv:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-continuousrl>simenv:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: not_assessed
vocab-raw record present: false

assessment-relationship:dqn>deeprlrobot:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-dqn>deeprlrobot:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: not_found
vocab-confidence: low
vocab-evidence note: No cross-link was found between the reviewed endpoint pages; link absence does not disprove this map relationship.
vocab-raw record present: true

assessment-relationship:simenv>deeprlrobot:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-simenv>deeprlrobot:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: indirect
vocab-confidence: medium
vocab-evidence note: The reviewed “Robot learning” article links to “Robotics simulator”; this is contextual, not causal, evidence.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-relationship:continuousrl>deeprlrobot:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-continuousrl>deeprlrobot:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: not_assessed
vocab-raw record present: false

assessment-relationship:imitation>deeprlrobot:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-imitation>deeprlrobot:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: not_assessed
vocab-raw record present: false

assessment-relationship:darpagc>selfdriving:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-darpagc>selfdriving:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: indirect
vocab-confidence: medium
vocab-evidence note: The reviewed endpoint articles cross-link; this is contextual evidence, not causal confirmation.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-relationship:detection>selfdriving:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-detection>selfdriving:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: indirect
vocab-confidence: medium
vocab-evidence note: The reviewed endpoint articles cross-link; this is contextual evidence, not causal confirmation.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-relationship:alvinn>selfdriving:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-alvinn>selfdriving:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: indirect
vocab-confidence: medium
vocab-evidence note: The reviewed endpoint articles cross-link; this is contextual evidence, not causal confirmation.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-relationship:oodshift>selfdriving:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-oodshift>selfdriving:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: not_assessed
vocab-raw record present: false

assessment-relationship:clip>rtfm:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-clip>rtfm:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: not_assessed
vocab-raw record present: false

assessment-relationship:transformer>rtfm:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-transformer>rtfm:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: not_assessed
vocab-raw record present: false

assessment-relationship:deeprlrobot>rtfm:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-deeprlrobot>rtfm:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: indirect
vocab-confidence: medium
vocab-evidence note: The reviewed “Vision–language–action model” article links to “Robot learning”; this is contextual, not causal, evidence.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-relationship:groundedplanning>rtfm:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-groundedplanning>rtfm:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: not_assessed
vocab-raw record present: false

assessment-relationship:imitation>rtfm:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-imitation>rtfm:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: not_assessed
vocab-raw record present: false

assessment-relationship:bostondynamics>humanoid26:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-bostondynamics>humanoid26:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: indirect
vocab-confidence: medium
vocab-evidence note: The reviewed endpoint articles cross-link; this is contextual evidence, not causal confirmation.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-relationship:rtfm>humanoid26:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-rtfm>humanoid26:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: indirect
vocab-confidence: medium
vocab-evidence note: The reviewed “Vision–language–action model” article links to “Humanoid robot”; this is contextual, not causal, evidence.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-relationship:cog>humanoid26:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-cog>humanoid26:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: indirect
vocab-confidence: medium
vocab-evidence note: The reviewed endpoint articles cross-link; this is contextual evidence, not causal confirmation.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-relationship:visuomotor>humanoid26:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-visuomotor>humanoid26:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: not_assessed
vocab-raw record present: false

assessment-relationship:groundedplanning>humanoid26:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-groundedplanning>humanoid26:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: not_assessed
vocab-raw record present: false

assessment-relationship:swarm>gap swarm:gap
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-swarm>gap swarm:gap
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: hypothesis
vocab-evidence note: This proposed combination is a map hypothesis; Wikipedia absence does not establish novelty.
vocab-raw record present: true

assessment-relationship:rtfm>gap swarm:gap
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-rtfm>gap swarm:gap
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: hypothesis
vocab-evidence note: This proposed combination is a map hypothesis; Wikipedia absence does not establish novelty.
vocab-raw record present: true

assessment-relationship:marl>gap swarm:gap
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-marl>gap swarm:gap
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: hypothesis
vocab-evidence note: This proposed combination is a map hypothesis; Wikipedia absence does not establish novelty.
vocab-raw record present: true

assessment-relationship:wiener48>wienerwarn:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-wiener48>wienerwarn:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: indirect
vocab-confidence: medium
vocab-evidence note: The reviewed endpoint articles cross-link; this is contextual evidence, not causal confirmation.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-relationship:eliza>weizenbaum:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-eliza>weizenbaum:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: indirect
vocab-confidence: medium
vocab-evidence note: The reviewed endpoint articles cross-link; this is contextual evidence, not causal confirmation.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-relationship:solomonoff>aixi:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-solomonoff>aixi:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: indirect
vocab-confidence: medium
vocab-evidence note: The reviewed “Solomonoff's theory of inductive inference” article links to “AIXI”; this is contextual, not causal, evidence.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-relationship:rlbook>aixi:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-rlbook>aixi:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: indirect
vocab-confidence: medium
vocab-evidence note: The reviewed “AIXI” article links to “Reinforcement learning”; this is contextual, not causal, evidence.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-relationship:asimov>friendlyai:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-asimov>friendlyai:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: not_found
vocab-confidence: low
vocab-evidence note: No cross-link was found between the reviewed endpoint pages; link absence does not disprove this map relationship.
vocab-raw record present: true

assessment-relationship:aixi>friendlyai:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-aixi>friendlyai:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: not_found
vocab-confidence: low
vocab-evidence note: No cross-link was found between the reviewed endpoint pages; link absence does not disprove this map relationship.
vocab-raw record present: true

assessment-relationship:friendlyai>superintbook:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-friendlyai>superintbook:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: indirect
vocab-confidence: medium
vocab-evidence note: The reviewed endpoint articles cross-link; this is contextual evidence, not causal confirmation.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-relationship:superintbook>concreteproblems:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-superintbook>concreteproblems:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: indirect
vocab-confidence: medium
vocab-evidence note: The reviewed endpoint articles cross-link; this is contextual evidence, not causal confirmation.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-relationship:dqn>concreteproblems:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-dqn>concreteproblems:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: not_found
vocab-confidence: low
vocab-evidence note: No cross-link was found between the reviewed endpoint pages; link absence does not disprove this map relationship.
vocab-raw record present: true

assessment-relationship:concreteproblems>rlhf:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-concreteproblems>rlhf:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: indirect
vocab-confidence: medium
vocab-evidence note: The reviewed endpoint articles cross-link; this is contextual evidence, not causal confirmation.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-relationship:a3cppo>rlhf:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-a3cppo>rlhf:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: indirect
vocab-confidence: medium
vocab-evidence note: The reviewed endpoint articles cross-link; this is contextual evidence, not causal confirmation.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-relationship:imagenet>fairness:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-imagenet>fairness:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: not_found
vocab-confidence: low
vocab-evidence note: No cross-link was found between the reviewed endpoint pages; link absence does not disprove this map relationship.
vocab-raw record present: true

assessment-relationship:deepface>fairness:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-deepface>fairness:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: not_found
vocab-confidence: low
vocab-evidence note: No cross-link was found between the reviewed endpoint pages; link absence does not disprove this map relationship.
vocab-raw record present: true

assessment-relationship:alexnet>advexamples:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-alexnet>advexamples:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: indirect
vocab-confidence: medium
vocab-evidence note: The reviewed endpoint articles cross-link; this is contextual evidence, not causal confirmation.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-relationship:alexnet>interp:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-alexnet>interp:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: indirect
vocab-confidence: medium
vocab-evidence note: The reviewed endpoint articles cross-link; this is contextual evidence, not causal confirmation.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-relationship:concreteproblems>debate:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-concreteproblems>debate:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: indirect
vocab-confidence: medium
vocab-evidence note: The reviewed endpoint articles cross-link; this is contextual evidence, not causal confirmation.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-relationship:interp>mechinterp:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-interp>mechinterp:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: indirect
vocab-confidence: medium
vocab-evidence note: The reviewed endpoint articles cross-link; this is contextual evidence, not causal confirmation.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-relationship:transformer>mechinterp:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-transformer>mechinterp:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: indirect
vocab-confidence: medium
vocab-evidence note: The reviewed “Transformer (deep learning)” article links to “Mechanistic interpretability”; this is contextual, not causal, evidence.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-relationship:rlhf>constitutional:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-rlhf>constitutional:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: indirect
vocab-confidence: medium
vocab-evidence note: The reviewed “Claude (AI)” article links to “Reinforcement learning from human feedback”; this is contextual, not causal, evidence.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-relationship:rlhf>dpo:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-rlhf>dpo:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: indirect
vocab-confidence: medium
vocab-evidence note: The reviewed endpoint articles cross-link; this is contextual evidence, not causal confirmation.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-relationship:chatgpt>jailbreaks:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-chatgpt>jailbreaks:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: indirect
vocab-confidence: medium
vocab-evidence note: The reviewed endpoint articles cross-link; this is contextual evidence, not causal confirmation.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-relationship:advexamples>jailbreaks:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-advexamples>jailbreaks:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: not_found
vocab-confidence: low
vocab-evidence note: No cross-link was found between the reviewed endpoint pages; link absence does not disprove this map relationship.
vocab-raw record present: true

assessment-relationship:rlhf>superalign:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-rlhf>superalign:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: indirect
vocab-confidence: medium
vocab-evidence note: The reviewed endpoint articles cross-link; this is contextual evidence, not causal confirmation.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-relationship:superintbook>superalign:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-superintbook>superalign:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: indirect
vocab-confidence: medium
vocab-evidence note: The reviewed endpoint articles cross-link; this is contextual evidence, not causal confirmation.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-relationship:debate>w2s:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-debate>w2s:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: not_found
vocab-confidence: low
vocab-evidence note: Both developments map to one article, so no distinct article cross-link supports this relationship; this is not disproof.
vocab-raw record present: true

assessment-relationship:superalign>w2s:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-superalign>w2s:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: indirect
vocab-confidence: medium
vocab-evidence note: The reviewed endpoint articles cross-link; this is contextual evidence, not causal confirmation.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-relationship:goalmisgen>w2s:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-goalmisgen>w2s:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: not_assessed
vocab-raw record present: false

assessment-relationship:modelediting>w2s:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-modelediting>w2s:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: not_assessed
vocab-raw record present: false

assessment-relationship:gpt4>evals:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-gpt4>evals:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: not_found
vocab-confidence: low
vocab-evidence note: No cross-link was found between the reviewed endpoint pages; link absence does not disprove this map relationship.
vocab-raw record present: true

assessment-relationship:concreteproblems>evals:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-concreteproblems>evals:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: not_found
vocab-confidence: low
vocab-evidence note: Both developments map to one article, so no distinct article cross-link supports this relationship; this is not disproof.
vocab-raw record present: true

assessment-relationship:modelleak>evals:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-modelleak>evals:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: not_assessed
vocab-raw record present: false

assessment-relationship:oodshift>evals:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-oodshift>evals:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: not_assessed
vocab-raw record present: false

assessment-relationship:backdoors>evals:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-backdoors>evals:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: not_assessed
vocab-raw record present: false

assessment-relationship:goalmisgen>evals:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-goalmisgen>evals:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: not_assessed
vocab-raw record present: false

assessment-relationship:evals>govern:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-evals>govern:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: indirect
vocab-confidence: medium
vocab-evidence note: The reviewed endpoint articles cross-link; this is contextual evidence, not causal confirmation.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-relationship:chatgpt>govern:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-chatgpt>govern:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: indirect
vocab-confidence: medium
vocab-evidence note: The reviewed endpoint articles cross-link; this is contextual evidence, not causal confirmation.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-relationship:modelleak>govern:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-modelleak>govern:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: not_assessed
vocab-raw record present: false

assessment-relationship:backdoors>govern:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-backdoors>govern:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: not_assessed
vocab-raw record present: false

assessment-relationship:unlearning>govern:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-unlearning>govern:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: not_assessed
vocab-raw record present: false

assessment-relationship:itp>provablysafe:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-itp>provablysafe:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: not_found
vocab-confidence: low
vocab-evidence note: No cross-link was found between the reviewed endpoint pages; link absence does not disprove this map relationship.
vocab-raw record present: true

assessment-relationship:superintbook>provablysafe:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-superintbook>provablysafe:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: indirect
vocab-confidence: medium
vocab-evidence note: The reviewed endpoint articles cross-link; this is contextual evidence, not causal confirmation.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-relationship:neuralverify>provablysafe:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-neuralverify>provablysafe:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: not_assessed
vocab-raw record present: false

assessment-relationship:mechinterp>gap interp:gap
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-mechinterp>gap interp:gap
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: hypothesis
vocab-evidence note: This proposed combination is a map hypothesis; Wikipedia absence does not establish novelty.
vocab-raw record present: true

assessment-relationship:w2s>gap interp:gap
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-w2s>gap interp:gap
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: hypothesis
vocab-evidence note: This proposed combination is a map hypothesis; Wikipedia absence does not establish novelty.
vocab-raw record present: true

assessment-relationship:modelediting>gap interp:gap
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-modelediting>gap interp:gap
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: not_assessed
vocab-raw record present: false

assessment-relationship:provablysafe>gap agents:gap
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-provablysafe>gap agents:gap
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: hypothesis
vocab-evidence note: This proposed combination is a map hypothesis; Wikipedia absence does not establish novelty.
vocab-raw record present: true

assessment-relationship:agentsllm>gap agents:gap
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-agentsllm>gap agents:gap
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: hypothesis
vocab-evidence note: This proposed combination is a map hypothesis; Wikipedia absence does not establish novelty.
vocab-raw record present: true

assessment-relationship:jailbreaks>gap agents:gap
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-jailbreaks>gap agents:gap
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: hypothesis
vocab-evidence note: This proposed combination is a map hypothesis; Wikipedia absence does not establish novelty.
vocab-raw record present: true

assessment-relationship:goalmisgen>gap agents:gap
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-goalmisgen>gap agents:gap
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: not_assessed
vocab-raw record present: false

assessment-relationship:agentbench>gap agents:gap
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-agentbench>gap agents:gap
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: not_assessed
vocab-raw record present: false

assessment-relationship:aicontrol>gap agents:gap
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-aicontrol>gap agents:gap
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: not_assessed
vocab-raw record present: false

assessment-relationship:backdoors>gap agents:gap
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-backdoors>gap agents:gap
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: not_assessed
vocab-raw record present: false

assessment-relationship:shannon37>moore:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-shannon37>moore:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: not_found
vocab-confidence: low
vocab-evidence note: No cross-link was found between the reviewed endpoint pages; link absence does not disprove this map relationship.
vocab-raw record present: true

assessment-relationship:vonneumann45>moore:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-vonneumann45>moore:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: not_found
vocab-confidence: low
vocab-evidence note: No cross-link was found between the reviewed endpoint pages; link absence does not disprove this map relationship.
vocab-raw record present: true

assessment-relationship:moore>internetdata:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-moore>internetdata:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: not_found
vocab-confidence: low
vocab-evidence note: No cross-link was found between the reviewed endpoint pages; link absence does not disprove this map relationship.
vocab-raw record present: true

assessment-relationship:internetdata>mturk:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-internetdata>mturk:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: not_found
vocab-confidence: low
vocab-evidence note: No cross-link was found between the reviewed endpoint pages; link absence does not disprove this map relationship.
vocab-raw record present: true

assessment-relationship:moore>gpgpu:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-moore>gpgpu:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: indirect
vocab-confidence: medium
vocab-evidence note: The reviewed “General-purpose computing on graphics processing units” article links to “Moore's law”; this is contextual, not causal, evidence.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-relationship:gpgpu>frameworks:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-gpgpu>frameworks:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: not_found
vocab-confidence: low
vocab-evidence note: No cross-link was found between the reviewed endpoint pages; link absence does not disprove this map relationship.
vocab-raw record present: true

assessment-relationship:backprop>frameworks:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-backprop>frameworks:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: indirect
vocab-confidence: medium
vocab-evidence note: The reviewed endpoint articles cross-link; this is contextual evidence, not causal confirmation.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-relationship:gpgpu>tpu:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-gpgpu>tpu:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: indirect
vocab-confidence: medium
vocab-evidence note: The reviewed “General-purpose computing on graphics processing units” article links to “Tensor Processing Unit”; this is contextual, not causal, evidence.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-relationship:moore>tpu:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-moore>tpu:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: not_found
vocab-confidence: low
vocab-evidence note: No cross-link was found between the reviewed endpoint pages; link absence does not disprove this map relationship.
vocab-raw record present: true

assessment-relationship:frameworks>hf:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-frameworks>hf:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: not_found
vocab-confidence: low
vocab-evidence note: No cross-link was found between the reviewed endpoint pages; link absence does not disprove this map relationship.
vocab-raw record present: true

assessment-relationship:bert>hf:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-bert>hf:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: indirect
vocab-confidence: medium
vocab-evidence note: The reviewed “BERT (language model)” article links to “Hugging Face”; this is contextual, not causal, evidence.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-relationship:frameworks>distributed:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-frameworks>distributed:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: not_found
vocab-confidence: low
vocab-evidence note: No cross-link was found between the reviewed endpoint pages; link absence does not disprove this map relationship.
vocab-raw record present: true

assessment-relationship:tpu>distributed:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-tpu>distributed:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: not_found
vocab-confidence: low
vocab-evidence note: No cross-link was found between the reviewed endpoint pages; link absence does not disprove this map relationship.
vocab-raw record present: true

assessment-relationship:mixedprecision>distributed:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-mixedprecision>distributed:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: not_assessed
vocab-raw record present: false

assessment-relationship:mlcompiler>distributed:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-mlcompiler>distributed:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: not_assessed
vocab-raw record present: false

assessment-relationship:distributed>computegap:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-distributed>computegap:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: indirect
vocab-confidence: medium
vocab-evidence note: The reviewed “AI infrastructure” article links to “Distributed computing”; this is contextual, not causal, evidence.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-relationship:scalinglaws>computegap:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-scalinglaws>computegap:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: not_found
vocab-confidence: low
vocab-evidence note: No cross-link was found between the reviewed endpoint pages; link absence does not disprove this map relationship.
vocab-raw record present: true

assessment-relationship:imagenet>benchmarkcrisis:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-imagenet>benchmarkcrisis:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: not_found
vocab-confidence: low
vocab-evidence note: No cross-link was found between the reviewed endpoint pages; link absence does not disprove this map relationship.
vocab-raw record present: true

assessment-relationship:gpt4>benchmarkcrisis:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-gpt4>benchmarkcrisis:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: not_found
vocab-confidence: low
vocab-evidence note: No cross-link was found between the reviewed endpoint pages; link absence does not disprove this map relationship.
vocab-raw record present: true

assessment-relationship:agentbench>benchmarkcrisis:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-agentbench>benchmarkcrisis:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: not_assessed
vocab-raw record present: false

assessment-relationship:internetdata>datawalls:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-internetdata>datawalls:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: not_found
vocab-confidence: low
vocab-evidence note: No cross-link was found between the reviewed endpoint pages; link absence does not disprove this map relationship.
vocab-raw record present: true

assessment-relationship:datacentric>datawalls:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-datacentric>datawalls:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: not_found
vocab-confidence: low
vocab-evidence note: No cross-link was found between the reviewed endpoint pages; link absence does not disprove this map relationship.
vocab-raw record present: true

assessment-relationship:unlearning>datawalls:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-unlearning>datawalls:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: not_assessed
vocab-raw record present: false

assessment-relationship:agentsllm>mcp:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-agentsllm>mcp:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: indirect
vocab-confidence: medium
vocab-evidence note: The reviewed endpoint articles cross-link; this is contextual evidence, not causal confirmation.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-relationship:quant>inferecon:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-quant>inferecon:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: not_found
vocab-confidence: low
vocab-evidence note: No cross-link was found between the reviewed endpoint pages; link absence does not disprove this map relationship.
vocab-raw record present: true

assessment-relationship:flash>inferecon:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-flash>inferecon:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: indirect
vocab-confidence: medium
vocab-evidence note: The reviewed endpoint articles cross-link; this is contextual evidence, not causal confirmation.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-relationship:llmserving>inferecon:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-llmserving>inferecon:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: not_assessed
vocab-raw record present: false

assessment-relationship:mlcompiler>inferecon:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-mlcompiler>inferecon:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: not_assessed
vocab-raw record present: false

assessment-relationship:computegap>energy:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-computegap>energy:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: indirect
vocab-confidence: medium
vocab-evidence note: The reviewed endpoint articles cross-link; this is contextual evidence, not causal confirmation.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-relationship:tpu>alphachip:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-tpu>alphachip:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: indirect
vocab-confidence: medium
vocab-evidence note: The reviewed “AlphaChip” article links to “Tensor Processing Unit”; this is contextual, not causal, evidence.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-relationship:dqn>alphachip:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-dqn>alphachip:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: indirect
vocab-confidence: medium
vocab-evidence note: The reviewed “AlphaChip” article links to “Deep reinforcement learning”; this is contextual, not causal, evidence.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-relationship:datawalls>gap data:gap
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-datawalls>gap data:gap
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: hypothesis
vocab-evidence note: This proposed combination is a map hypothesis; Wikipedia absence does not establish novelty.
vocab-raw record present: true

assessment-relationship:datacentric>gap data:gap
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-datacentric>gap data:gap
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: hypothesis
vocab-evidence note: This proposed combination is a map hypothesis; Wikipedia absence does not establish novelty.
vocab-raw record present: true

assessment-relationship:transformer>alphafold:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-transformer>alphafold:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: indirect
vocab-confidence: medium
vocab-evidence note: The reviewed endpoint articles cross-link; this is contextual evidence, not causal confirmation.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-relationship:gnn>alphafold:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-gnn>alphafold:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: indirect
vocab-confidence: medium
vocab-evidence note: The reviewed endpoint articles cross-link; this is contextual evidence, not causal confirmation.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-relationship:equivariance>alphafold:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-equivariance>alphafold:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: not_assessed
vocab-raw record present: false

assessment-relationship:bert>proteinlm:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-bert>proteinlm:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: not_found
vocab-confidence: low
vocab-evidence note: No cross-link was found between the reviewed endpoint pages; link absence does not disprove this map relationship.
vocab-raw record present: true

assessment-relationship:diffusion>proteinlm:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-diffusion>proteinlm:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: not_found
vocab-confidence: low
vocab-evidence note: No cross-link was found between the reviewed endpoint pages; link absence does not disprove this map relationship.
vocab-raw record present: true

assessment-relationship:alphafold>proteinlm:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-alphafold>proteinlm:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: indirect
vocab-confidence: medium
vocab-evidence note: The reviewed “Bioinformatics” article links to “AlphaFold”; this is contextual, not causal, evidence.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-relationship:alphafold>alphafold3:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-alphafold>alphafold3:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: not_found
vocab-confidence: low
vocab-evidence note: Both developments map to one article, so no distinct article cross-link supports this relationship; this is not disproof.
vocab-raw record present: true

assessment-relationship:diffusion>alphafold3:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-diffusion>alphafold3:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: indirect
vocab-confidence: medium
vocab-evidence note: The reviewed “AlphaFold” article links to “Diffusion model”; this is contextual, not causal, evidence.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-relationship:equivariance>alphafold3:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-equivariance>alphafold3:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: not_assessed
vocab-raw record present: false

assessment-relationship:gnn>weather:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-gnn>weather:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: not_found
vocab-confidence: low
vocab-evidence note: No cross-link was found between the reviewed endpoint pages; link absence does not disprove this map relationship.
vocab-raw record present: true

assessment-relationship:diffusion>weather:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-diffusion>weather:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: not_found
vocab-confidence: low
vocab-evidence note: No cross-link was found between the reviewed endpoint pages; link absence does not disprove this map relationship.
vocab-raw record present: true

assessment-relationship:neuraloperator>weather:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-neuraloperator>weather:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: not_assessed
vocab-raw record present: false

assessment-relationship:gnn>materials:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-gnn>materials:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: indirect
vocab-confidence: medium
vocab-evidence note: The reviewed endpoint articles cross-link; this is contextual evidence, not causal confirmation.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-relationship:bayesopt>materials:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-bayesopt>materials:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: not_found
vocab-confidence: low
vocab-evidence note: No cross-link was found between the reviewed endpoint pages; link absence does not disprove this map relationship.
vocab-raw record present: true

assessment-relationship:equivariance>materials:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-equivariance>materials:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: not_assessed
vocab-raw record present: false

assessment-relationship:selfdrivinglab>materials:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-selfdrivinglab>materials:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: not_assessed
vocab-raw record present: false

assessment-relationship:a3cppo>fusion:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-a3cppo>fusion:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: not_found
vocab-confidence: low
vocab-evidence note: No cross-link was found between the reviewed endpoint pages; link absence does not disprove this map relationship.
vocab-raw record present: true

assessment-relationship:pinn>fusion:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-pinn>fusion:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: not_assessed
vocab-raw record present: false

assessment-relationship:neuraloperator>fusion:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-neuraloperator>fusion:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: not_assessed
vocab-raw record present: false

assessment-relationship:itp>mathai:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-itp>mathai:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: not_found
vocab-confidence: low
vocab-evidence note: No cross-link was found between the reviewed endpoint pages; link absence does not disprove this map relationship.
vocab-raw record present: true

assessment-relationship:reasoning>mathai:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-reasoning>mathai:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: not_found
vocab-confidence: low
vocab-evidence note: No cross-link was found between the reviewed endpoint pages; link absence does not disprove this map relationship.
vocab-raw record present: true

assessment-relationship:alphazero>mathai:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-alphazero>mathai:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: indirect
vocab-confidence: medium
vocab-evidence note: The reviewed endpoint articles cross-link; this is contextual evidence, not causal confirmation.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-relationship:detection>medicine:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-detection>medicine:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: not_found
vocab-confidence: low
vocab-evidence note: No cross-link was found between the reviewed endpoint pages; link absence does not disprove this map relationship.
vocab-raw record present: true

assessment-relationship:multimodal>medicine:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-multimodal>medicine:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: indirect
vocab-confidence: medium
vocab-evidence note: The reviewed “Multimodal learning” article links to “Artificial intelligence in healthcare”; this is contextual, not causal, evidence.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-relationship:watson>medicine:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-watson>medicine:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: indirect
vocab-confidence: medium
vocab-evidence note: The reviewed endpoint articles cross-link; this is contextual evidence, not causal confirmation.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-relationship:unet>medicine:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-unet>medicine:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: partial
vocab-confidence: medium
vocab-evidence note: Wikipedia directly documents U-Net's biomedical segmentation origin and medical-imaging uses; the map's broader medical-AI deployment node goes beyond that evidence.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-relationship:oodshift>medicine:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-oodshift>medicine:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: not_assessed
vocab-raw record present: false

assessment-relationship:proteinlm>genomics:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-proteinlm>genomics:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: not_found
vocab-confidence: low
vocab-evidence note: No cross-link was found between the reviewed endpoint pages; link absence does not disprove this map relationship.
vocab-raw record present: true

assessment-relationship:longctx>genomics:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-longctx>genomics:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: not_found
vocab-confidence: low
vocab-evidence note: No cross-link was found between the reviewed endpoint pages; link absence does not disprove this map relationship.
vocab-raw record present: true

assessment-relationship:agentsllm>sciagents:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-agentsllm>sciagents:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: indirect
vocab-confidence: medium
vocab-evidence note: The reviewed “Applications of artificial intelligence” article links to “AI agent”; this is contextual, not causal, evidence.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-relationship:alphaevolve>sciagents:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-alphaevolve>sciagents:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: indirect
vocab-confidence: medium
vocab-evidence note: The reviewed “Applications of artificial intelligence” article links to “AlphaEvolve”; this is contextual, not causal, evidence.
vocab-raw record present: true
vocab-checked at: 2026-08-04

assessment-relationship:selfdrivinglab>sciagents:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-selfdrivinglab>sciagents:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: not_assessed
vocab-raw record present: false

assessment-relationship:sciagents>gap scilab:gap
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-sciagents>gap scilab:gap
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: hypothesis
vocab-evidence note: This proposed combination is a map hypothesis; Wikipedia absence does not establish novelty.
vocab-raw record present: true

assessment-relationship:rtfm>gap scilab:gap
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-rtfm>gap scilab:gap
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: hypothesis
vocab-evidence note: This proposed combination is a map hypothesis; Wikipedia absence does not establish novelty.
vocab-raw record present: true

assessment-relationship:selfdrivinglab>gap scilab:gap
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-selfdrivinglab>gap scilab:gap
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: not_assessed
vocab-raw record present: false

assessment-relationship:seq2seq>subword:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-seq2seq>subword:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: not_assessed
vocab-raw record present: false

assessment-relationship:word2vec>subword:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-word2vec>subword:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: not_assessed
vocab-raw record present: false

assessment-relationship:dp>modelleak:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-dp>modelleak:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: not_assessed
vocab-raw record present: false

assessment-relationship:alexnet>modelleak:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-alexnet>modelleak:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: not_assessed
vocab-raw record present: false

assessment-relationship:alexnet>oodshift:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-alexnet>oodshift:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: not_assessed
vocab-raw record present: false

assessment-relationship:stats25>oodshift:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-stats25>oodshift:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: not_assessed
vocab-raw record present: false

assessment-relationship:alvinn>imitation:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-alvinn>imitation:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: not_assessed
vocab-raw record present: false

assessment-relationship:policygrad>imitation:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-policygrad>imitation:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: not_assessed
vocab-raw record present: false

assessment-relationship:dqn>continuousrl:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-dqn>continuousrl:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: not_assessed
vocab-raw record present: false

assessment-relationship:policygrad>continuousrl:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-policygrad>continuousrl:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: not_assessed
vocab-raw record present: false

assessment-relationship:gpgpu>mixedprecision:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-gpgpu>mixedprecision:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: not_assessed
vocab-raw record present: false

assessment-relationship:frameworks>mixedprecision:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-frameworks>mixedprecision:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: not_assessed
vocab-raw record present: false

assessment-relationship:vae>vqcodes:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-vae>vqcodes:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: not_assessed
vocab-raw record present: false

assessment-relationship:autoencoders>vqcodes:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-autoencoders>vqcodes:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: not_assessed
vocab-raw record present: false

assessment-relationship:advexamples>neuralverify:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-advexamples>neuralverify:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: not_assessed
vocab-raw record present: false

assessment-relationship:satsolvers>neuralverify:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-satsolvers>neuralverify:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: not_assessed
vocab-raw record present: false

assessment-relationship:advexamples>backdoors:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-advexamples>backdoors:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: not_assessed
vocab-raw record present: false

assessment-relationship:alexnet>backdoors:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-alexnet>backdoors:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: not_assessed
vocab-raw record present: false

assessment-relationship:backprop>pinn:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-backprop>pinn:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: not_assessed
vocab-raw record present: false

assessment-relationship:stats25>pinn:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-stats25>pinn:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: not_assessed
vocab-raw record present: false

assessment-relationship:gnn>equivariance:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-gnn>equivariance:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: not_assessed
vocab-raw record present: false

assessment-relationship:cnn89>equivariance:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-cnn89>equivariance:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: not_assessed
vocab-raw record present: false

assessment-relationship:concreteproblems>goalmisgen:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-concreteproblems>goalmisgen:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: not_assessed
vocab-raw record present: false

assessment-relationship:superintbook>goalmisgen:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-superintbook>goalmisgen:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: not_assessed
vocab-raw record present: false

assessment-relationship:dqn>goalmisgen:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-dqn>goalmisgen:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: not_assessed
vocab-raw record present: false

assessment-relationship:oodshift>goalmisgen:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-oodshift>goalmisgen:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: not_assessed
vocab-raw record present: false

assessment-relationship:gpgpu>mlcompiler:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-gpgpu>mlcompiler:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: not_assessed
vocab-raw record present: false

assessment-relationship:frameworks>mlcompiler:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-frameworks>mlcompiler:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: not_assessed
vocab-raw record present: false

assessment-relationship:bayesopt>selfdrivinglab:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-bayesopt>selfdrivinglab:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: not_assessed
vocab-raw record present: false

assessment-relationship:dendral>selfdrivinglab:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-dendral>selfdrivinglab:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: not_assessed
vocab-raw record present: false

assessment-relationship:deeprlrobot>selfdrivinglab:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-deeprlrobot>selfdrivinglab:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: not_assessed
vocab-raw record present: false

assessment-relationship:ir>denseretrieval:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-ir>denseretrieval:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: not_assessed
vocab-raw record present: false

assessment-relationship:bert>denseretrieval:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-bert>denseretrieval:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: not_assessed
vocab-raw record present: false

assessment-relationship:selfsup>denseretrieval:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-selfsup>denseretrieval:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: not_assessed
vocab-raw record present: false

assessment-relationship:pinn>neuraloperator:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-pinn>neuraloperator:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: not_assessed
vocab-raw record present: false

assessment-relationship:neuralode>neuraloperator:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-neuralode>neuraloperator:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: not_assessed
vocab-raw record present: false

assessment-relationship:selfsup>speechfm:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-selfsup>speechfm:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: not_assessed
vocab-raw record present: false

assessment-relationship:transformer>speechfm:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-transformer>speechfm:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: not_assessed
vocab-raw record present: false

assessment-relationship:dlspeech>speechfm:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-dlspeech>speechfm:dep
vocab-subject type: relationship
vocab-claim dimension: relationship
vocab-evidence state: not_assessed
vocab-raw record present: false

assessment-relationship:transfer>instructiontune:dep
type: vocab-EvidenceAssessment
type: Entity
vocab-record type: evidenceAssessment
vocab-assessed subject: relationship-transfer>instructiontune:dep
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Three Models for the Description of Language
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The Complexity of Theorem-Proving Procedures
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Support-Vector Networks
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A Proposal for the Dartmouth Summer Research Project on Artificial Intelligence
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Maximum Likelihood from Incomplete Data via the EM Algorithm
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ImageNet: A Large-Scale Hierarchical Image Database
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Statistical Methods for Research Workers
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A Decision-Theoretic Generalization of On-Line Learning and an Application to Boosting
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Über formal unentscheidbare Sätze der Principia Mathematica und verwandter Systeme I
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Deep Learning
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A Formal Basis for the Heuristic Determination of Minimum Cost Paths
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The Elements of Statistical Learning, Second Edition
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The Organization of Behavior
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Grundzüge der theoretischen Logik
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A Fast Learning Algorithm for Deep Belief Nets
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Long Short-Term Memory
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A Quantitative Description of Membrane Current and Its Application to Conduction and Excitation in Nerve
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Neural Networks and Physical Systems with Emergent Collective Computational Abilities
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The Georgetown-IBM Experiment
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Highly Accurate Protein Structure Prediction with AlphaFold
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A New Approach to Linear Filtering and Prediction Problems
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Bandit Based Monte-Carlo Planning
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Backpropagation Applied to Handwritten Zip Code Recognition
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Distinctive Image Features from Scale-Invariant Keypoints
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Information Theory, Inference, and Learning Algorithms
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Investigation of a Remarkable Case of Dependent Trials
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An Example of Statistical Investigation of the Text Eugene Onegin Concerning the Connection of Samples in Chains
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Recursive Functions of Symbolic Expressions and Their Computation by Machine, Part I
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A Logical Calculus of the Ideas Immanent in Nervous Activity
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Equation of State Calculations by Fast Computing Machines
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The Magical Number Seven, Plus or Minus Two
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A Framework for Representing Knowledge
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Perceptrons
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The Logic Theory Machine: A Complex Information Processing System
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Parallel Distributed Processing, Volume 1
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Causality: Models, Reasoning, and Inference, Second Edition
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Probabilistic Reasoning in Intelligent Systems
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GloVe: Global Vectors for Word Representation
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Language Models are Unsupervised Multitask Learners
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Some Aspects of the Sequential Design of Experiments
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Learning Representations by Back-Propagating Errors
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Minds, Brains, and Programs
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Programming a Computer for Playing Chess
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A Symbolic Analysis of Relay and Switching Circuits
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Learning to Predict by the Methods of Temporal Differences
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On Computable Numbers, with an Application to the Entscheidungsproblem
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A Theory of the Learnable
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Rapid Object Detection Using a Boosted Cascade of Simple Features
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The General and Logical Theory of Automata
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Q-Learning
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Fuzzy Sets
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Bioinformatics
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Bitter lesson
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Blackboard system
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Boltzmann machine
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Capsule neural network
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Case-based reasoning
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Chinese room
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Computer Power and Human Reason
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Context window
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DNA computing
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Data-centric AI
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Deep reinforcement learning
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DeepFace
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Description logic
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Differential privacy
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Diffusion model
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Dopamine
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ELMo
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English draughts
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Eurisko
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Expectation–maximization algorithm
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Fifth Generation Computer Systems
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Free energy principle
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GitHub Copilot
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Google Neural Machine Translation
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Hidden Markov model
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Hopfield network
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Hugging Face
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Humanoid robot
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specialization of: Humanoid robot
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IBM Watson
type: Article
type: Entity
specialization of: IBM Watson
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Image segmentation
type: Article
type: Entity
specialization of: Image segmentation
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ImageNet
type: Article
type: Entity
specialization of: ImageNet
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Incremental learning
type: Article
type: Entity
specialization of: Incremental learning
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Inductive logic programming
type: Article
type: Entity
specialization of: Inductive logic programming
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Information theory
type: Article
type: Entity
specialization of: Information theory
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Intrinsic motivation (artificial intelligence)
type: Article
type: Entity
specialization of: Intrinsic motivation (artificial intelligence)
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Kalman filter
type: Article
type: Entity
specialization of: Kalman filter
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Knowledge distillation
type: Article
type: Entity
specialization of: Knowledge distillation
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Knowledge graph
type: Article
type: Entity
specialization of: Knowledge graph
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Kolmogorov complexity
type: Article
type: Entity
specialization of: Kolmogorov complexity
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Language model benchmark
type: Article
type: Entity
specialization of: Language model benchmark
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Language model
type: Article
type: Entity
specialization of: Language model
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Large language model
type: Article
type: Entity
specialization of: Large language model
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Larry Roberts (computer scientist)
type: Article
type: Entity
specialization of: Larry Roberts (computer scientist)
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LeNet
type: Article
type: Entity
specialization of: LeNet
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Legged robot
type: Article
type: Entity
specialization of: Legged robot
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Lighthill report
type: Article
type: Entity
specialization of: Lighthill report
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Lisp (programming language)
type: Article
type: Entity
specialization of: Lisp (programming language)
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Lisp machine
type: Article
type: Entity
specialization of: Lisp machine
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LoRA (machine learning)
type: Article
type: Entity
specialization of: LoRA (machine learning)
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Logic Theorist
type: Article
type: Entity
specialization of: Logic Theorist
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Long short-term memory
type: Article
type: Entity
specialization of: Long short-term memory
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Machine Intelligence Research Institute
type: Article
type: Entity
specialization of: Machine Intelligence Research Institute
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Mamba (deep learning architecture)
type: Article
type: Entity
specialization of: Mamba (deep learning architecture)
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Markov chain Monte Carlo
type: Article
type: Entity
specialization of: Markov chain Monte Carlo
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Markov chain
type: Article
type: Entity
specialization of: Markov chain
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Markov decision process
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type: Entity
specialization of: Markov decision process
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Mechanistic interpretability
type: Article
type: Entity
specialization of: Mechanistic interpretability
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Mixture of experts
type: Article
type: Entity
specialization of: Mixture of experts
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Model Context Protocol
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type: Entity
specialization of: Model Context Protocol
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Model compression
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type: Entity
specialization of: Model compression
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Monte Carlo tree search
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type: Entity
specialization of: Monte Carlo tree search
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Moore's law
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type: Entity
specialization of: Moore's law
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Moravec's paradox
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type: Entity
specialization of: Moravec's paradox
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Multi-agent reinforcement learning
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type: Entity
specialization of: Multi-agent reinforcement learning
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Multi-armed bandit
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type: Entity
specialization of: Multi-armed bandit
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Multimodal learning
type: Article
type: Entity
specialization of: Multimodal learning
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Mycin
type: Article
type: Entity
specialization of: Mycin
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NP-completeness
type: Article
type: Entity
specialization of: NP-completeness
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Navlab
type: Article
type: Entity
specialization of: Navlab
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Neocognitron
type: Article
type: Entity
specialization of: Neocognitron
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Neural Turing machine
type: Article
type: Entity
specialization of: Neural Turing machine
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Neural differential equation
type: Article
type: Entity
specialization of: Neural differential equation
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Neural network (machine learning)
type: Article
type: Entity
specialization of: Neural network (machine learning)
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Neural radiance field
type: Article
type: Entity
specialization of: Neural radiance field
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Neural scaling law
type: Article
type: Entity
specialization of: Neural scaling law
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Neural style transfer
type: Article
type: Entity
specialization of: Neural style transfer
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Neural tangent kernel
type: Article
type: Entity
specialization of: Neural tangent kernel
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Neuro-symbolic AI
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type: Entity
specialization of: Neuro-symbolic AI
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Neuroevolution of augmenting topologies
type: Article
type: Entity
specialization of: Neuroevolution of augmenting topologies
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Neuromorphic computing
type: Article
type: Entity
specialization of: Neuromorphic computing
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Non-monotonic logic
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type: Entity
specialization of: Non-monotonic logic
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Norbert Wiener
type: Article
type: Entity
specialization of: Norbert Wiener
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Normalization (machine learning)
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type: Entity
specialization of: Normalization (machine learning)
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Object detection
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type: Entity
specialization of: Object detection
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Open-source artificial intelligence
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specialization of: Open-source artificial intelligence
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OpenAI Five
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specialization of: OpenAI Five
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OpenAI
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specialization of: OpenAI
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Optical neural network
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specialization of: Optical neural network
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Pattern recognition
type: Article
type: Entity
specialization of: Pattern recognition
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Perceptron
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type: Entity
specialization of: Perceptron
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Perceptrons (book)
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type: Entity
specialization of: Perceptrons (book)
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Planning Domain Definition Language
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type: Entity
specialization of: Planning Domain Definition Language
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Policy gradient method
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type: Entity
specialization of: Policy gradient method
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Post-training of large language models
type: Article
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specialization of: Post-training of large language models
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Probabilistic programming
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type: Entity
specialization of: Probabilistic programming
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Probably approximately correct learning
type: Article
type: Entity
specialization of: Probably approximately correct learning
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Prolog
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type: Entity
specialization of: Prolog
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Prompt engineering
type: Article
type: Entity
specialization of: Prompt engineering
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Prompt injection
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type: Entity
specialization of: Prompt injection
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Proof assistant
type: Article
type: Entity
specialization of: Proof assistant
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Proximal policy optimization
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specialization of: Proximal policy optimization
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Q-learning
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specialization of: Q-learning
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Quantum machine learning
type: Article
type: Entity
specialization of: Quantum machine learning
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Reasoning model
type: Article
type: Entity
specialization of: Reasoning model
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Recommender system
type: Article
type: Entity
specialization of: Recommender system
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Rectified linear unit
type: Article
type: Entity
specialization of: Rectified linear unit
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Recurrent neural network
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specialization of: Recurrent neural network
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Regulation of artificial intelligence
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specialization of: Regulation of artificial intelligence
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Reinforcement learning from human feedback
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specialization of: Reinforcement learning from human feedback
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Reinforcement learning
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specialization of: Reinforcement learning
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Reservoir computing
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specialization of: Reservoir computing
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Residual neural network
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specialization of: Residual neural network
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Resolution (logic)
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specialization of: Resolution (logic)
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Restricted Boltzmann machine
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specialization of: Restricted Boltzmann machine
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Retrieval-augmented generation
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specialization of: Retrieval-augmented generation
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Robot learning
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specialization of: Robot learning
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Robotics simulator
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type: Entity
specialization of: Robotics simulator
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SAT solver
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type: Entity
specialization of: SAT solver
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SHRDLU
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type: Entity
specialization of: SHRDLU
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Scale-invariant feature transform
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specialization of: Scale-invariant feature transform
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Self-driving car
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specialization of: Self-driving car
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Self-supervised learning
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specialization of: Self-supervised learning
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Semantic Web
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specialization of: Semantic Web
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Semantic network
type: Article
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specialization of: Semantic network
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Seq2seq
type: Article
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specialization of: Seq2seq
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Shakey the robot
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specialization of: Shakey the robot
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Simultaneous localization and mapping
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specialization of: Simultaneous localization and mapping
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Solomonoff's theory of inductive inference
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type: Entity
specialization of: Solomonoff's theory of inductive inference
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Speech recognition
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type: Entity
specialization of: Speech recognition
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Spiking neural network
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specialization of: Spiking neural network
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Stanford Research Institute Problem Solver
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specialization of: Stanford Research Institute Problem Solver
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Statistical inference
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specialization of: Statistical inference
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Statistical machine translation
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specialization of: Statistical machine translation
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Stochastic gradient descent
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specialization of: Stochastic gradient descent
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Stored-program computer
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specialization of: Stored-program computer
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Superintelligence: Paths, Dangers, Strategies
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specialization of: Superintelligence: Paths, Dangers, Strategies
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Support vector machine
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specialization of: Support vector machine
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Swarm intelligence
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specialization of: Swarm intelligence
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TD-Gammon
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specialization of: TD-Gammon
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Temporal difference learning
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specialization of: Temporal difference learning
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Tensor Processing Unit
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specialization of: Tensor Processing Unit
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Text-to-image model
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Text-to-video model
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Three Laws of Robotics
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Topic model
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Transfer learning
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specialization of: Transfer learning
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Transformer (deep learning)
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specialization of: Transformer (deep learning)
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Treebank
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Turing machine
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Turing test
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U-Net
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specialization of: U-Net
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Unimate
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Universal approximation theorem
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specialization of: Universal approximation theorem
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Vanishing gradient problem
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specialization of: Vanishing gradient problem
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Variational autoencoder
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specialization of: Variational autoencoder
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Vector space model
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specialization of: Vector space model
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Viola–Jones object detection framework
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Vision transformer
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Vision–language–action model
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specialization of: Vision–language–action model
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Visual cortex
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Von Neumann universal constructor
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WaveNet
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Weather forecasting
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Word n-gram language model
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Word2vec
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WordNet
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specialization of: WordNet
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World model (artificial intelligence)
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Xcon
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specialization of: Xcon
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