Active Inference Third International Workshop, IWAI 2022, Grenoble, France, September 19, 2022, Revised Selected Papers
by
Buckley, Christopher L. editor.
Title
:
Active Inference Third International Workshop, IWAI 2022, Grenoble, France, September 19, 2022, Revised Selected Papers
Author
:
Buckley, Christopher L. editor.
ISBN
:
9783031287190
Edition
:
1st ed. 2023.
Physical Description
:
XI, 372 p. 79 illus., 69 illus. in color. online resource.
Series
:
Communications in Computer and Information Science, 1721
Contents
:
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 anActive 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.
Added Author
:
Buckley, Christopher L.
Cialfi, Daniela.
Lanillos, Pablo.
Ramstead, Maxwell.
Sajid, Noor.
Shimazaki, Hideaki.
Verbelen, Tim.
Added Corporate Author
:
SpringerLink (Online service)
Electronic Access
:
Library | Material Type | Item Barcode | Shelf Number | [[missing key: search.ChildField.HOLDING]] | Status |
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Online Library | E-Book | 520369-1001 | XX(520369.1) | | Elektronik Kütüphane |