05700nam a22007095i 4500 978-3-031-47958-8 DE-He213 20251030110833.0 cr nn 008mamaa 231115s2024 sz | s |||| 0|eng d 9783031479588 978-3-031-47958-8 10.1007/978-3-031-47958-8 doi Q334-342 TA347.A78 UYQ bicssc COM004000 bisacsh UYQ thema Active Inference [electronic resource] : 4th International Workshop, IWAI 2023, Ghent, Belgium, September 13–15, 2023, Revised Selected Papers / edited by Christopher L. Buckley, Daniela Cialfi, Pablo Lanillos, Maxwell Ramstead, Noor Sajid, Hideaki Shimazaki, Tim Verbelen, Martijn Wisse. 1st ed. 2024. Cham : Springer Nature Switzerland : Imprint: Springer, 2024. X, 290 p. 86 illus., 70 illus. in color. online resource. text txt rdacontent computer c rdamedia online resource cr rdacarrier text file PDF rda Communications in Computer and Information Science, 1865-0937 ; 1915 Active Inference and Robotics -- Contextual Qualitative Deterministic Models for Self-Learning Embodied Agents -- Dynamical Perception-Action Loop Formation with Developmental Embodiment for Hierarchical Active Inference -- Decision-making and Control -- Towards Metacognitive Robot Decision Making for Tool Selection -- Understanding Tool Discovery and Tool Innovation Using Active Inference -- Efficient Motor Learning Through Action-perception Cycles in Deep Kinematic Inference -- Active Inference and Psychology -- Towards Understanding Persons and their Personalities with Cybernetic Big 5 Theory and the Free Energy Principle and Active Inference (FEP-AI) Framework -- On Embedded Normativity - An Active Inference Account of Agency Beyond Flesh -- A Model of Agential Learning Using Active Inference -- From Theory to Implementation -- Designing Explainable Artificial Intelligence with Active Inference: A Framework for Transparent Introspection and Decision-making -- An Analytical Model of Active Inference in the Iterated Prisoner’s Dilemma -- Toward Design of Synthetic Active Inference Agents by Mere Mortals -- Learning Representations for Active Inference -- Exploring Action-Centric Representations Through the Lens of Rate-Distortion Theory -- Integrating Cognitive Map Learning and Active Inference for Planning in Ambiguous Environments -- Relative Representations for Cognitive Graphs -- Theory of Learning and Inference -- Active Inference in Hebbian Learning Networks -- Learning One Abstract Bit at a Time Through Self-Invented Experiments Encoded as Neural Networks -- Probabilistic Majorization of Partially Observable Markov Decision Processes. This volume constitutes the papers of the 4th International Workshop on Active Inference, IWAI 2023, held in Ghent, Belgium on September 2023. The 17 full papers included in this book were carefully reviewed and selected from 34 submissions. They were organized in topical sections as follows: active inference and robotics; decision-making and control; active inference and psychology; from theory to implementation; learning representations for active inference; and theory of learning and inference. Artificial intelligence. 58441 Computer science Mathematics. 64041 Mathematical statistics. 67233 Computer networks . 60157 Application software. Computers, Special purpose. Software engineering. 33953 Artificial Intelligence. 58441 Probability and Statistics in Computer Science. 67234 Computer Communication Networks. 65689 Computer and Information Systems Applications. Special Purpose and Application-Based Systems. Software Engineering. 33953 Buckley, Christopher L. editor. edt http://id.loc.gov/vocabulary/relators/edt 67235 Cialfi, Daniela. editor. (orcid)0000-0001-8953-062X https://orcid.org/0000-0001-8953-062X edt http://id.loc.gov/vocabulary/relators/edt 67236 Lanillos, Pablo. editor. (orcid)0000-0001-9154-0798 https://orcid.org/0000-0001-9154-0798 edt http://id.loc.gov/vocabulary/relators/edt 67237 Ramstead, Maxwell. editor. edt http://id.loc.gov/vocabulary/relators/edt 67238 Sajid, Noor. editor. edt http://id.loc.gov/vocabulary/relators/edt 67239 Shimazaki, Hideaki. editor. (orcid)0000-0001-7794-3064 https://orcid.org/0000-0001-7794-3064 edt http://id.loc.gov/vocabulary/relators/edt 67240 Verbelen, Tim. editor. (orcid)0000-0003-2731-7262 https://orcid.org/0000-0003-2731-7262 edt http://id.loc.gov/vocabulary/relators/edt 67241 Wisse, Martijn. editor. edt http://id.loc.gov/vocabulary/relators/edt 67242 SpringerLink (Online service) Springer Nature eBook Printed edition: 9783031479571 Printed edition: 9783031479595 Communications in Computer and Information Science, 1865-0937 ; 1915 66508 https://doi.org/10.1007/978-3-031-47958-8 ZDB-2-SCS ZDB-2-SXCS 56559 56559