05473nam 22008895 450 991076549450332120240621102817.03-031-47958-010.1007/978-3-031-47958-8(MiAaPQ)EBC30949308(Au-PeEL)EBL30949308(DE-He213)978-3-031-47958-8(CKB)28861494100041(EXLCZ)992886149410004120231115d2024 u| 0engurcnu||||||||txtrdacontentcrdamediacrrdacarrierActive Inference 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 Wisse1st ed. 2024.Cham :Springer Nature Switzerland :Imprint: Springer,2024.1 online resource (293 pages)Communications in Computer and Information Science,1865-0937 ;1915Print version: Buckley, Christopher L. Active Inference Cham : Springer International Publishing AG,c2023 9783031479571 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.Communications in Computer and Information Science,1865-0937 ;1915Artificial intelligenceComputer scienceMathematicsMathematical statisticsComputer networksApplication softwareComputers, Special purposeSoftware engineeringArtificial IntelligenceProbability and Statistics in Computer ScienceComputer Communication NetworksComputer and Information Systems ApplicationsSpecial Purpose and Application-Based SystemsSoftware EngineeringIntel·ligència artificialthubInferènciathubCongressosthubLlibres electrònicsthubArtificial intelligence.Computer scienceMathematics.Mathematical statistics.Computer networks.Application software.Computers, Special purpose.Software engineering.Artificial Intelligence.Probability and Statistics in Computer Science.Computer Communication Networks.Computer and Information Systems Applications.Special Purpose and Application-Based Systems.Software Engineering.Intel·ligència artificialInferència006.3Buckley Christopher L1449211Cialfi Daniela1449212Lanillos Pablo1449213Ramstead Maxwell1449214Sajid Noor1449215Shimazaki Hideaki1449216Verbelen Tim1449217Wisse Martijn1449218MiAaPQMiAaPQMiAaPQBOOK9910765494503321Active Inference3645551UNINA