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Active Inference : Third International Workshop, IWAI 2022, Grenoble, France, September 19, 2022, Revised Selected Papers / edited by Christopher L. Buckley, Daniela Cialfi, Pablo Lanillos, Maxwell Ramstead, Noor Sajid, Hideaki Shimazaki, Tim Verbelen
(Communications in Computer and Information Science. ISSN:18650937 ; 1721)
| データ種別 | 電子ブック |
|---|---|
| 版 | 1st ed. 2023. |
| 出版者 | (Cham : Springer Nature Switzerland : Imprint: Springer) |
| 出版年 | 2023 |
| 大きさ | XI, 372 p. 79 illus., 69 illus. in color : online resource |
| 著者標目 | Buckley, Christopher L editor Cialfi, Daniela editor Lanillos, Pablo editor Ramstead, Maxwell editor Sajid, Noor editor Shimazaki, Hideaki editor Verbelen, Tim editor SpringerLink (Online service) |
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| 一般注記 | Preventing Deterioration of Classification Accuracy in Predictive Coding Networks -- Interpreting systems as solving POMDPs: a step towards a formal understanding of agency -- Disentangling Shape and Pose for Object-Centric Deep Active Inference Models -- Object-based Active Inference -- Knitting a Markov blanket is hard when you are out-of-equilibrium: two examples in canonical nonequilibrium models -- Spin glass systems as collective active inference -- Mapping Husserlian phenomenology onto active inference -- The Role of Valence and Meta-awareness in Mirror Self-recognition Using Hierarchical Active Inference -- World model learning from demonstrations with active inference: application to driving behavior -- Active Blockference: cadCAD with Active Inference for cognitive systems modeling -- Active Inference Successor Representations -- Learning Policies for Continuous Control via Transition Models -- Attachment Theory in an Active Inference Framework: How Does Our Inner Model Take Shape? -- Capsule Networks as Generative Models -- Home run: finding your way home by imagining trajectories -- A Novel Model for Novelty: Modeling the Emergence of Innovation from Cumulative Culture -- Active Inference and Psychology of Expectations: A study of formalizing ViolEx -- AIXI, FEP-AI, and integrated world models: Towards a unified understanding of intelligence and consciousness -- Intention Modulation for Multi-Step Tasks in Continuous Time Active Inference -- Learning Generative Models for Active Inference using Tensor Networks -- A Worked Example of the Bayesian Mechanics of Classical Objects -- A message passing perspective on planning under Active Inference -- Efficient search of active inference policy spaces using k-means -- Value Cores for Inner and Outer Alignment: Simulating Personality Formation via Iterated Policy Selection and Preference Learning with Self-World Modeling Active Inference Agent -- Deriving time-averaged active inference from control principles This volume constitutes the papers of the 3rd International Workshop on Active Inference, IWAI 2022, held in Grenoble, France, in conjunction with ECML/PKDD, on September 19, 2022. The 25 revised full papers presented in this book were carefully reviewed and selected from 31 submissions HTTP:URL=https://doi.org/10.1007/978-3-031-28719-0 |
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| 件 名 | LCSH:Artificial intelligence LCSH:Computer science -- Mathematics 全ての件名で検索 LCSH:Mathematical statistics LCSH:Computer networks LCSH:Application software LCSH:Computers, Special purpose LCSH:Software engineering FREE:Artificial Intelligence FREE:Probability and Statistics in Computer Science FREE:Computer Communication Networks FREE:Computer and Information Systems Applications FREE:Special Purpose and Application-Based Systems FREE:Software Engineering |
| 分 類 | LCC:Q334-342 LCC:TA347.A78 DC23:006.3 |
| 書誌ID | EB00002059 |
| ISBN | 9783031287190 |
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