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245 1 0 _aActive Inference
_h[electronic resource] :
_b4th International Workshop, IWAI 2023, Ghent, Belgium, September 13-15, 2023, Revised Selected Papers /
_cedited by Christopher L. Buckley, Daniela Cialfi, Pablo Lanillos, Maxwell Ramstead, Noor Sajid, Hideaki Shimazaki, Tim Verbelen, Martijn Wisse.
250 _a1st ed. 2024.
264 1 _aCham :
_bSpringer Nature Switzerland :
_bImprint: Springer,
_c2024.
300 _aX, 290 p. 86 illus., 70 illus. in color.
_bonline resource.
336 _atext
_btxt
_2rdacontent
337 _acomputer
_bc
_2rdamedia
338 _aonline resource
_bcr
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347 _atext file
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490 1 _aCommunications in Computer and Information Science,
_x1865-0937 ;
_v1915
505 0 _aActive 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.
520 _aThis 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.
650 0 _aArtificial intelligence.
_93407
650 0 _aComputer science
_xMathematics.
_93866
650 0 _aMathematical statistics.
_99597
650 0 _aComputer networks .
_931572
650 0 _aApplication software.
_993916
650 0 _aComputers, Special purpose.
_946653
650 0 _aSoftware engineering.
_94138
650 1 4 _aArtificial Intelligence.
_93407
650 2 4 _aProbability and Statistics in Computer Science.
_931857
650 2 4 _aComputer Communication Networks.
_993918
650 2 4 _aComputer and Information Systems Applications.
_993920
650 2 4 _aSpecial Purpose and Application-Based Systems.
_946654
650 2 4 _aSoftware Engineering.
_94138
700 1 _aBuckley, Christopher L.
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700 1 _aCialfi, Daniela.
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_993924
700 1 _aLanillos, Pablo.
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_993926
700 1 _aRamstead, Maxwell.
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_993927
700 1 _aSajid, Noor.
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_993928
700 1 _aShimazaki, Hideaki.
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_993929
700 1 _aVerbelen, Tim.
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_993931
700 1 _aWisse, Martijn.
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710 2 _aSpringerLink (Online service)
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773 0 _tSpringer Nature eBook
776 0 8 _iPrinted edition:
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776 0 8 _iPrinted edition:
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830 0 _aCommunications in Computer and Information Science,
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856 4 0 _uhttps://doi.org/10.1007/978-3-031-47958-8
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