About this bibliography
Active Inference Meta-Analysis 프로젝트의 완전 구조화된 출력이 이 페이지에 제시됩니다. 참고문헌에는 쓰고자료에서 추출된 71개의 정리된 참조가 포함되어 있으며, 전체 코퍼스 분석도 포함됩니다: 분야 성장 지표, LLM에서 추출된 주장으로부터의 가설 증거 점수, 인용망 분석, NMF 주제 모델링, 분야 분류, 코퍼스 커버리지 통계, 그리고 프로젝트의 질과 재현성 데이터.
이 페이지는 기계 번역된 영어 페이지입니다. 영어 원본 보기
연구자들이 활성 인퍼전과 자유 에너지 원칙 연구 분야의Canonical 문헌, 증명 점수 및 구조화된 분석을 찾는다.
참조
Active 인식 메타 분석 프로젝트에서 콘솔리드된 참조와 구조화된 출력 — 817 논문, 8 가설, 5 주제, 8 분야, 그리고 71 콘솔리드 참조.
이 페이지는 Active Inference 메타 분석 프로젝트의 완전 구조화된 출력을 보여줍니다 — 2005년부터 2026년까지의 Active Inference 및 자유 에너지 원칙 문헌 간에 817편의 논문을 대상으로 한 기계학습 기반 메타 분석 (2005–2026). 프로젝트는 arXiv, Semantic Scholar, 그리고 OpenAlex에서 다중 출처를 수집하고; LLM 기반의 명언 추출을 Nanopublications으로 변환합니다; 인용 가중치된 가정 점수; NMF 주제 모델링; 그리고 하위 분야 분류를 사용합니다. 모든 71개의 정리된 참조는 완전한 참고문 정보와 DOI 링크가 포함된 전체적인 참고 문헌 목록을 보여줍니다.
범위와 커버리지
n의 저서는 Free Energy Principle (Friston 2006, 2010)의 기초적인 연구를 포함하고 있으며, title 교재 (Parr, Pezzulo & Friston 2022), 상태공간 형식화에서의 이론적 진보, 깊은 활동 인ference, 로봇과 언어에 대한 활동 인ference, 그리고 Markov blankets와 Free Energy Principle의 과학적 지위에 대한 논쟁을 포함합니다. 또한 기계 학습 모델 기반의 과학 정보 추출 및 소 nanopublications, 지식 그래프, Semantic Scholar 및 OpenAlex 플랫폼 등 인공지능 기반의 과학 정보 참조도 포함됩니다. count
장소 개요
Active Inference 문헌: 817 논문 (2005–2026)
corpus는 두 개의 활동 인퍼런스 및 자유 에너지 원칙 연구 기간 동안 arXiv, Semantic Scholar 및 OpenAlex에서 수집된 것입니다.
Growth metrics
Total papers: 817
CAGR: 20.4%
Doubling time: 2.8 years
Peak year: 2025 (123 papers)
Cumulative (2026): 817
Papers per year
Corpus 평가
819 논문이 검색 및 평가되었습니다
전체 문헌_corpus의 커버리지 및 이용가능성 통계
Coverage
Abstracts: 96.5%
Open access: 94.6%
Full-text PDF: 87.8%
Full-text sources
arxiv: 485
publisher: 157
none: 100
repository: 67
openalex: 10
Identifier coverage
doi: 420
arxiv_id: 485
s2_id: 0
openalex_id: 334
가설 증거
literature에서 8개의 코어 가설을 평가
각 가설은 LLM으로 추출된 주장에 대한 인용치 기반의 증거로 점수를 매겼다 (N nanopublication). 점수가 총 문헌에서 찾은 유효성 지지를 반영한다.)
Morphogenesis
24 supporting assertions
Active Inference Optimality
291 supporting, 6 neutral, 2 contradicting assertions
Predictive Coding
233 supporting, 24 neutral, 1 contradicting assertions
Clinical Utility
23 supporting, 2 neutral assertions
Scalability
108 supporting, 13 neutral assertions
Language & Active Inference
31 supporting, 3 neutral assertions
Markov Blanket Realism
12 supporting, 2 neutral, 4 contradicting assertions
FEP Universality
281 supporting, 429 neutral, 1 contradicting assertions
subfield 분포
corpus 내에서 8개의 분야가_classification_되어 있음
제목과 요약에 대한 키워드 기반의 규칙을 적용하여 8개의 주-field 카테고리로_paper들이_classified_되었습니다.
Total classified assignments: 817
주제 지도
5 주제가 NMF를 통해 추출되었습니다
non-negative 행렬 분해 (NMF)은_paper 제목과 요약의 TF-IDF 벡터에 적용되어 문헌에서 다섯 개의 주제 클러스터를 밝혔다.
Topic 1
energy (0.063), free (0.059), systems (0.05), states (0.048), fep (0.046)
Topic 2
agent (0.107), agents (0.05), environment (0.043), model (0.035), behavior (0.028)
Topic 3
predictive (0.061), cognitive (0.055), brain (0.046), processing (0.038), cognition (0.036)
Topic 4
active (0.06), inference (0.057), decision (0.041), agents (0.039), aif (0.036)
Topic 5
model (0.057), learning (0.052), data (0.036), state (0.033), inference (0.032)
citation 네트워크
817 노드, 2176 간선, 29323 참조
citation 그래프는_paper 참조 목록에서_구축되었습니다.PageRank, hub 및 authority 점수로 네트워크 내에서 가장 영향력 있는 논문을 식별합니다.
Network metrics
Nodes: 817
Edges: 2176
Density: 0.003264
Avg degree: 2.7
Top papers by PageRank
- doi:10.1371/journal.pcbi.1000211 (0.0717)
- doi:10.1371/journal.pone.0006421 (0.0244)
- doi:10.1155/2010/621670 (0.0223)
- doi:10.1371/journal.pcbi.1002327 (0.0197)
- doi:10.1155/2012/937860 (0.0193)
전체 참고문헌
71 총选引用在67개 섹션
모든 참조는 그의 DOIs 또는 원본 URL로 링크되어 있습니다. BibTeX 소스는 GitHub에서 이용 가능합니다.
Foundational FEP
- The free-energy principle: a unified brain theory? Nature Reviews Neuroscience, 11, (2), 127--138. Nature Publishing Group · DOI: 10.1038/nrn2787
- A free energy principle for the brain Journal of Physiology-Paris, 100, (1-3), 70--87. Elsevier · DOI: 10.1016/j.jphysparis.2006.10.001
Active Inference textbook
- Active Inference: The Free Energy Principle in Mind, Brain, and Behavior MIT Press
Da Costa et al. on active inference
- Active inference on discrete state-spaces: A synthesis Journal of Mathematical Psychology, 99, 102447. Elsevier · DOI: 10.1016/j.jmp.2020.102447
Sajid et al. review
- Active inference: demystified and compared Neural Computation, 33, (3), 674--712. MIT Press · DOI: 10.1162/neco_a_01357
Smith et al. computational psychiatry
- A step-by-step tutorial on active inference and its application to empirical data Journal of Mathematical Psychology, 107, 102632. Elsevier · DOI: 10.1016/j.jmp.2021.102632
Deep active inference
- Deep active inference agents using Monte-Carlo methods Advances in Neural Information Processing Systems, 33, 11662--11675.
Champion et al. tree search
- Realizing active inference in variational message passing: The outcome-blind fixation of belief Neural Computation, 33, (10), 2762--2826. MIT Press · DOI: 10.1162/neco_a_01422
Nanopublications
- Anatomy of a nanopublication Information Services & Use, 30, (1-2), 51--56. IOS Press · DOI: 10.3233/ISU-2010-0613
- Decentralized provenance-aware publishing with nanopublications PeerJ Computer Science, 2, e78. PeerJ Inc. · DOI: 10.7717/peerj-cs.78
- Trusty URIs: Verifiable, Immutable, and Permanent Digital Artifacts for Linked Data The Semantic Web--ISWC 2014, 395--410. Springer · DOI: 10.1007/978-3-319-11964-9_25
pymdp
- pymdp: A Python library for active inference in discrete state spaces Journal of Open Source Software, 7, (73), 4098. The Open Journal · DOI: 10.21105/joss.04098
Semantic Scholar
- The Semantic Scholar Open Data Platform arXiv preprint arXiv:2301.10140.
OpenAlex
- OpenAlex: A fully-open index of scholarly works, authors, venues, institutions, and concepts arXiv preprint arXiv:2205.01833.
Markov blanket debate
- The Emperor's New Markov Blankets Behavioral and Brain Sciences, 45, e183. Cambridge University Press · DOI: 10.1017/S0140525X21002351
Predictive processing
- Whatever next? Predictive brains, situated agents, and the future of cognitive science Behavioral and Brain Sciences, 36, (3), 181--204. Cambridge University Press · DOI: 10.1017/S0140525X12000477
Bayesian mechanics
- On Bayesian mechanics: a physics of and by beliefs Interface Focus, 13, (3), 20220029. The Royal Society · DOI: 10.1098/rsfs.2022.0029
LLM + KG 2025 systematic reviews
- Combining Knowledge Graphs and Large Language Models: A Systematic Literature Review IEEE Access. IEEE
- Unifying large language models and knowledge graphs: A roadmap IEEE Transactions on Knowledge and Data Engineering. IEEE
Active inference and artificial reasoning (replaces fabricated heins2024active)
- Active inference and artificial reasoning arXiv preprint arXiv:2512.21129. DOI: 10.48550/arXiv.2512.21129
AXIOM: AIF agents learning games in minutes
- AXIOM: Learning to Play Games in Minutes with Expanding Object-Centric Models arXiv preprint arXiv:2505.24784.
Collective behavior from surprise minimization
- Collective behavior from surprise minimization Proceedings of the National Academy of Sciences, 121, (17), e2320239121. DOI: 10.1073/pnas.2320239121
Millidge retrospective on Active Inference
The Missing Reward: AIF + LLMs
- The Missing Reward: Active Inference in the Era of Experience arXiv preprint arXiv:2508.05619. DOI: 10.48550/arXiv.2508.05619
Morphogenesis and FEP
- Morphogenesis as Bayesian inference: A variational approach to pattern formation and body-plan diversity in biology Physics of Life Reviews, 33, 88--108. Elsevier · DOI: 10.1016/j.plrev.2019.06.001
Active inference for language
- Generative models, linguistic communication and active inference Neuroscience & Biobehavioral Reviews, 118, 42--64. Elsevier · DOI: 10.1016/j.neubiorev.2020.07.005
Non-negative Matrix Factorization
- Learning the parts of objects by non-negative matrix factorization Nature, 401, (6755), 788--791. Nature Publishing Group · DOI: 10.1038/44565
Vector space model / TF-IDF
- A vector space model for automatic indexing Communications of the ACM, 18, (11), 613--620. ACM · DOI: 10.1145/361219.361220
Greedy modularity community detection (Clauset-Newman-Moore)
- Finding community structure in very large networks Physical Review E, 70, (6), 066111. American Physical Society · DOI: 10.1103/PhysRevE.70.066111
Active inference for robotics
- Active inference in robotics and artificial agents: Survey and challenges arXiv preprint arXiv:2112.01871.
Technological approach to morphogenesis
- Technological approach to mind everywhere: An experimentally-grounded framework for understanding diverse bodies and minds Frontiers in Systems Neuroscience, 16, 768201. Frontiers · DOI: 10.3389/fnsys.2022.768201
Active Inference textbook (Friston 2017)
- Active inference: A process theory Neural Computation, 29, (1), 1--49. MIT Press · DOI: 10.1162/NECO_a_00912
Deep active inference survey
- Understanding the origin of information-seeking exploration in probabilistic objectives for control arXiv preprint arXiv:2103.06859.
Cpp-AIF: C++ active inference for POMDPs
- A C++ Implementation of Active Inference for POMDPs Neurocomputing, 562, 126888. Elsevier · DOI: 10.1016/j.neucom.2023.126888
Deep Active Inference (Millidge)
- Deep Active Inference as Variational Policy Gradients Journal of Mathematical Psychology, 96, 102348. Elsevier · DOI: 10.1016/j.jmp.2020.102348
Predictive coding approximates backprop
- Predictive coding approximates backprop along arbitrary computation graphs Neural Computation, 34, (6), 1329--1368. MIT Press · DOI: 10.1162/neco_a_01497
Action-oriented predictive processing
- Learning action-oriented models through active inference PLoS Computational Biology, 16, (4), e1007805. PLOS · DOI: 10.1371/journal.pcbi.1007805
Ollama local LLM inference
Prior systematic literature analysis
- The Free Energy Principle & Active Inference: a Systematic Literature Analysis Zenodo · DOI: 10.5281/zenodo.7449368
Visualization standards
- Points of view: Color blindness Nature Methods, 8, (6), 441. Nature Publishing Group · DOI: 10.1038/nmeth.1618
Hohwy - The Predictive Mind
- The Predictive Mind Oxford University Press · DOI: 10.1093/acprof:oso/9780199682737.001.0001
Ramstead et al. - Answering Schr\"odinger's question
- Answering Schr"odinger's question: A free-energy formulation Physics of Life Reviews, 24, 1--16. Elsevier · DOI: 10.1016/j.plrev.2017.09.001
Pezzulo et al. - Active inference and robotics
- Active Inference, homeostatic regulation and adaptive behavioural control Progress in Neurobiology, 134, 17--35. Elsevier · DOI: 10.1016/j.pneurobio.2015.09.001
HITS Centrality
- Authoritative sources in a hyperlinked environment Journal of the ACM (JACM), 46, (5), 604--632. ACM New York, NY, USA · DOI: 10.1145/324133.324140
LeCun EBM tutorial
- A tutorial on energy-based learning Predicting Structured Data, 191--246. MIT Press
Contrastive divergence
- Training products of experts by minimizing contrastive divergence Neural Computation, 14, (8), 1771--1800. MIT Press · DOI: 10.1162/089976602760128018
Helmholtz machine
- The Helmholtz machine Neural Computation, 7, (5), 889--904. MIT Press · DOI: 10.1162/neco.1995.7.5.889
Variational autoencoder
- Auto-encoding variational Bayes Proceedings of the 2nd International Conference on Learning Representations (ICLR).
Metacognitive AIF and consciousness
- How do inner screens enable imaginative experience? A metacognitive active inference account Neuroscience of Consciousness, 2025, (1), niaf009. Oxford University Press · DOI: 10.1093/nc/niaf009
Free Energy Projective Simulation
- Free Energy Projective Simulation (FEPS): Active Inference with Interpretable Policy Graphs Workshop on Bridging the Gap Between Practice and Theory in Deep Learning, ICML 2024.
AIF for smart building energy control
- Active Inference for Energy Control and Planning under Partial Observability arXiv preprint arXiv:2503.07772. DOI: 10.48550/arXiv.2503.07772
nanopub-js JavaScript library
Publication bias
- Publication decisions and their possible effects on inferences drawn from tests of significance—or vice versa Journal of the American Statistical Association, 54, (285), 30--34. Taylor & Francis · DOI: 10.1080/01621459.1959.10501497
Falsifiability critique of the FEP
- Free energy: a user's guide Biology & Philosophy, 36, (2), 1--35. Springer · DOI: 10.1007/s10539-021-09788-0
Predictive coding foundational paper: Rao & Ballard 1999
- Predictive coding in the visual cortex: a functional interpretation of some extra-classical receptive-field effects Nature Neuroscience, 2, (1), 79--87. Nature Publishing Group · DOI: 10.1038/4580
LLM extraction benchmarking survey
- A survey of scientific information extraction with large language models arXiv preprint arXiv:2401.01512.
RAG-Knowledge Graph convergence survey
- A survey on RAG meeting LLMs: towards Retrieval-Augmented large language model arXiv preprint arXiv:2405.06211.
Discovery Engine and Knowledge Synthesis
- The Discovery Engine: A Framework for AI-Driven Synthesis and Navigation of Scientific Knowledge Landscapes arXiv preprint arXiv:2505.17500. DOI: 10.48550/arXiv.2505.17500
Namjoshi 2026 Textbook
- Fundamentals of Active Inference: Principles, Algorithms, and Applications of the Free Energy Principle for Engineers MIT Press
Namjoshi AIF FEP DB
- aif-fep-db: A database of publications related to active inference and the free energy principle
MDPI Entropy ActiveInference.jl
- Introducing ActiveInference.jl: A Julia Library for Simulation and Parameter Estimation with Active Inference Models Entropy, 27, (1), 62. MDPI · DOI: 10.3390/e27010062
ResNei: Research Neighbourhood
- ResNei: Solution Design Document DOI: 10.5281/zenodo.16753709
FAIR Data Principles
- The FAIR Guiding Principles for Scientific Data Management and Stewardship Scientific Data, 3, 160018. Nature Publishing Group · DOI: 10.1038/sdata.2016.18
Decentralized Science
Cognitive Load Theory
- Cognitive Load Theory Explorations in the Learning Sciences, Instructional Systems and Performance Technologies. Springer · DOI: 10.1007/978-1-4419-8126-4
Citizen Science
- Citizen Science: A Developing Tool for Expanding Science Knowledge and Scientific Literacy BioScience, 59, (11), 977--984. Oxford University Press · DOI: 10.1525/bio.2009.59.11.9
Universal Design for Learning
- Universal Design for Learning Journal of Special Education Technology, 15, (1), 67--70. DOI: 10.1177/016264340001500108
Article / manuscript describing the template/ system
- A template/ approach to Reproducible Generative Research: Architecture and Ergonomics from Configuration through Publication Zenodo. DOI: 10.5281/zenodo.19139090
Software framework (kept as @misc — plainnat.bst does not define @software)
- docxology/template DOI: 10.5281/zenodo.19139089
프로젝트 질리티
재현性和 검증
메타분석 패ipeline은 완전히 검증되고 확인되었습니다. 모든 게이트가 통과되기 전에 어떤 출력도 publishes됩니다.
Test suite
Tests passed: 558 / 558
Coverage: 94.8%
Pipeline stages: 7
Validation
All checks passed: Yes
Total checks: 4
Pipeline duration: 472.438
Project links
주요 표면
bibliography을 한눈에 보기
메타분석 프로젝트
전체 메타 분석 코드베이스, 과정 및manuscript 소스
bibTEX 소스
canonical_references.bib 파일이 이 페이지를 동기화하는 데 사용되는 공통적인 참조입니다.
발행된 저널 논문
완료된 문서에 대한 전체 결과, 그림 및 분석이 포함된 것입니다.
관련 자료
이 페이지의 공개 링크
Start repository
Audience: Learner
Learning repository for getting started with Active Inference materials and pathways.
learningstart-repo
Ecosystem shortlink
Audience: Researcher
Public ecosystem shortlink for Institute context, projects, activities, and conceptual maps.
researchecosystem
Active Inference Journal repository
Audience: Researcher
Research and publication-oriented repository for the Active Inference Journal.
researchjournal
Active Inference livestream introduction
Audience: Learner
Public livestream surfaced from the official site.
videointrolearning
FEP and Active Inference papers repository
Audience: Researcher
Continuously updated bibliography of Free Energy Principle and active inference papers, maintained in the open on GitHub.
papersresearchfep
Ramstead et al. Bayesian Mechanics precis (arXiv)
Audience: Researcher
Precis of Bayesian mechanics (Ramstead et al., 2022), summarising the physics-of-beliefs framing behind the Free Energy Principle.
arxivresearchactive-inference
Active inference on discrete state-spaces: A synthesis (Da Costa et al., arXiv)
Audience: Researcher
Synthesis paper on active inference over discrete state-spaces (Da Costa et al., 2020); a standard reference for the discrete formulation.
arxivresearchfoundations
Active Inference & Behavior Engineering for Teams (Vyatkin, 2020)
Audience: Researcher
Preprint (2020) by Vyatkin et al., archived on Zenodo.
zenodoresearch
Narrative Information Management (Cordes, 2021)
Audience: Researcher
Preprint (2021) by Cordes et al., archived on Zenodo.
zenodoresearch
Active Inference in Modeling Conflict (David, 2021)
Audience: Researcher
Preprint (2021) by David et al., archived on Zenodo.
zenodoresearch
Transcript of: Karl Friston, 1st Applied Active Inference Symposium (Friston, 2021)
Audience: Researcher
Transcript (2021) by Friston et al., archived on Zenodo.
zenodoresearch
Predictive Processing Interpretation of the Mirror Test (O'Connor, 2022)
Audience: Researcher
Journal article (2022) by O'Connor et al., archived on Zenodo.
zenodoresearch
저장소
관련 오픈소스 저장소
act_inf_metaanalysis
Audience: Researcher
Computational meta-analysis of Active Inference literature with nanopublication and knowledge-graph outputs.
researchknowledgetex