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構造化されたエントリーポイントを探している学習者と研究者向け
学習と研究
教科書グループ、動画、ポッドキャスト、コース、研究リソース、実装、および技術基盤。
このページで
学習と研究 ガイド
学習リソースは、初心者と経験豊富な参加者を生参照、ライブストリーム、Active Inferenceインサイト、教科書グループ、読書会、コード実装、およびドメイン固有のコースに導きます。
コア読書
学習経路には、トーマス・パー、ジョヴァンニ・ペッツーロ、カール・J・フリストンの2022年教科書、マクスウェル・ラムステッドの2023年要約、ジャレッド・トゥミエルの「アクティブインファレンスでのSpinning Up」、ベレン・ミルジッジの論文リポジトリ、アクティブインファレンスのオントロジーとチームの作業が含まれます。
コースとグループ
学習コンテンツには、アクティブインファレンスの基礎、教科書グループ、社会科学コース、物理学コース、RxInfer.jl学習グループ、季節学校、理論神経生物学の会話が含まれます。
実装
実装経路には、RxInfer.jl、PyMDP、SPM、象徴的認知ロボット工学、およびオープンリポジトリが含まれます。これらは実用的なモデリングと実験をサポートします。
テクノロジーツリー探検者
アクティブインファレンス学習グラフを探索する
アクティブ推論とフリーエネルギー原理の技術木マップを探索するインタラクティブな地図。ノードを選択して隣接するノードを強調表示し、関係の種類でフィルタリングします。
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キーの表面
一目でわかる学習と研究
教科書グループ
アクティブインファレンスの基礎を通じた共同学習の道
ライブストリーム
公開更新、セミナー、モデルストリーム、ゲストストリーム、教育用録音。
アクティブインファレンスインサイト
公的メディアチャンネルを通じて公開されている対話形式のポッドキャスト素材。
研究リソース
参照、リポジトリ、論文、オントロジー、および実装リンク。
学習マップ
概念、方法、応用を構造化された道筋で導く。
実装
RxInfer.jl、PyMDP、SPM、および象徴的認知ロボット工学。
アイデアと手法
学習グラフからの概念と手法
アクティブ推論と自由エネルギー原理の技術ツリーから選りすぐりのコンパクトなノード
| Idea | Type | Maturity | Summary | Tags | Tree |
|---|---|---|---|---|---|
| Action as Active Inference | Application | Established | Action as the process of changing the world to fulfill predictions, minimizing free energy by acting on the environment rather than updating beliefs. | action, embodied, motor | Active Inference |
| Learning as Model Update | Application | Established | Learning as the slow update of generative model parameters to minimize long-term free energy, encompassing synaptic plasticity and structure learning. | learning, model-update, plasticity | Active Inference |
| Perception as Inference | Application | Established | Perception understood as Bayesian inference — updating internal generative models to explain away prediction errors from sensory input. | inference, perception, sensory | Active Inference |
| Active Inference | Concept | Established | The process theory derived from the Free Energy Principle: agents act to fulfill predictions and minimize expected free energy through perception and action. | active-inference, process-theory | Active Inference |
| Allostasis | Concept | Advanced | Predictive homeostasis — anticipatory regulation that adjusts setpoints based on expected future demands rather than reacting to deviations. | anticipatory, predictive, regulation | Free Energy Principle |
| Autopoiesis | Concept | Established | Self-producing systems as defined by Maturana and Varela — living systems that continuously produce and maintain themselves. | maturana, self-production, varela | Free Energy Principle |
| Entropy | Concept | Established | A measure of uncertainty or disorder in a probability distribution, connecting information theory to thermodynamics. | disorder, entropy, uncertainty | Free Energy Principle |
| Expected Free Energy | Concept | Established | The objective function for policy selection in active inference, combining epistemic (information-seeking) and pragmatic (goal-seeking) drives. | efe, epistemic, policy-selection, pragmatic | Active Inference |
関連リソース
このページの公開リンク
外部リンクは共有レジストリから解決されるため、訪問者向け目的地は中央集権的かつ確認可能な状態が保たれます。
ActiveInference.org landing page
Audience: Newcomer
Current public landing page for the Institute, including mission, vision, open-science framing, and the Get Started pathway.
officialoverviewmission
Weekly updates
Audience: Newcomer
Recurring public update surface for activity orientation and current work.
communityweekly
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
START documentation site
Audience: Learner
Public START documentation site for tailored Active Inference learning and curriculum generation.
start-repolearningcurriculum
YouTube channel
Audience: Newcomer
Public video channel for seminars, streams, educational sessions, and community recordings.
mediayoutube
YouTube handle
Audience: Newcomer
Direct handle for the public YouTube presence.
mediayoutube-handle
Videos and podcasts shortlink
Audience: Newcomer
Public videos and podcasts shortlink for browsing recordings by format and topic.
mediavideo
Podcast feed
Audience: Newcomer
Podcast destination for Active Inference conversations and interviews.
mediapodbean
GitHub organization
Audience: Developer
Public GitHub organization for Institute repositories and open-source work.
projectsgithub-org
Generalized Notation Notation repository
Audience: Developer
Generalized Notation Notation project repository for model communication.
projectsgnn
Active Inference Journal repository
Audience: Researcher
Research and publication-oriented repository for the Active Inference Journal.
researchjournal
公式ページ
公式インスティテュート表面
ActiveInference.org landing page
Audience: Newcomer
Current public Institute landing page with mission, vision, nonprofit status, community metrics, and Get Started pathway.
officialmissionoverview
Education overview
Audience: Learner
Official education entry point, currently resolving to courses.
officialeducationcourses
Courses
Audience: Learner
Official courses page for learning Active Inference.
officialcourseslearning
Textbook Group
Audience: Learner
Official Textbook Group page.
officialtextbooklearning
Livestreams
Audience: Learner
Official livestreams page.
officiallivestreamsmedia
Research overview
Audience: Researcher
Official research entry point, currently resolving to the research overview.
officialresearch
Research overview page
Audience: Researcher
Official research overview page.
officialresearchoverview
RxInfer
Audience: Developer
Official RxInfer learning page.
officialrxinferimplementation
リポジトリ
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Active Entity Ontology for Science
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