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Active Inference

Third International Workshop, IWAI 2022, Grenoble, France, September 19, 2022, Revised Selected Papers

  • Conference proceedings
  • © 2023

Overview

Editors:
  1. Christopher L. Buckley

    1. University of Sussex, Brighton, UK

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  2. Daniela Cialfi

    1. University of Chieti-Pescara, Pescara, Italy

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  3. Pablo Lanillos

    1. Donders Institute for Brain, Cognition and Behaviour, Nijmegen, The Netherlands

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  4. Maxwell Ramstead

    1. Wellcome Centre for Human Neuroimaging, London, UK

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  5. Noor Sajid

    1. Wellcome Centre for Human Neuroimaging, London, UK

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  6. Hideaki Shimazaki

    1. Kyoto University, Kyoto, Japan

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  7. Tim Verbelen

    1. Ghent University, Ghent, Belgium

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Part of the book series: Communications in Computer and Information Science (CCIS, volume 1721)

Included in the following conference series:

Conference proceedings info: IWAI 2022.

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About this book

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.

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Keywords

Table of contents (25 papers)

  1. Front Matter

    Pages i-xi
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  2. Preventing Deterioration of Classification Accuracy in Predictive Coding Networks

    • Paul F. Kinghorn, Beren Millidge, Christopher L. Buckley
    Pages 1-15

  3. Interpreting Systems as Solving POMDPs: A Step Towards a Formal Understanding of Agency

    • Martin Biehl, Nathaniel Virgo
    Pages 16-31

  4. Disentangling Shape and Pose for Object-Centric Deep Active Inference Models

    • Stefano Ferraro, Toon Van de Maele, Pietro Mazzaglia, Tim Verbelen, Bart Dhoedt
    Pages 32-49

  5. Object-Based Active Inference

    • Ruben S. van Bergen, Pablo Lanillos
    Pages 50-64

  6. Knitting a Markov Blanket is Hard When You are Out-of-Equilibrium: Two Examples in Canonical Nonequilibrium Models

    • Miguel Aguilera, Ángel Poc-López, Conor Heins, Christopher L. Buckley
    Pages 65-74

  7. Spin Glass Systems as Collective Active Inference

    • Conor Heins, Brennan Klein, Daphne Demekas, Miguel Aguilera, Christopher L. Buckley
    Pages 75-98

  8. Mapping Husserlian Phenomenology onto Active Inference

    • Mahault Albarracin, Riddhi J. Pitliya, Maxwell J. D. Ramstead, Jeffrey Yoshimi
    Pages 99-111

  9. The Role of Valence and Meta-awareness in Mirror Self-recognition Using Hierarchical Active Inference

    • Jonathan Bauermeister, Pablo Lanillos
    Pages 112-129

  10. World Model Learning from Demonstrations with Active Inference: Application to Driving Behavior

    • Ran Wei, Alfredo Garcia, Anthony McDonald, Gustav Markkula, Johan Engström, Isaac Supeene et al.
    Pages 130-142

  11. Active Blockference: cadCAD with Active Inference for Cognitive Systems Modeling

    • Jakub Smékal, Arhan Choudhury, Amit Kumar Singh, Shady El Damaty, Daniel Ari Friedman
    Pages 143-150

  12. Active Inference Successor Representations

    • Beren Millidge, Christopher L. Buckley
    Pages 151-161

  13. Learning Policies for Continuous Control via Transition Models

    • Justus Huebotter, Serge Thill, Marcel van Gerven, Pablo Lanillos
    Pages 162-178

  14. Attachment Theory in an Active Inference Framework: How Does Our Inner Model Take Shape?

    • Erica Santaguida, Massimo Bergamasco
    Pages 179-191

  15. Capsule Networks as Generative Models

    • Alex B. Kiefer, Beren Millidge, Alexander Tschantz, Christopher L. Buckley
    Pages 192-209

  16. Home Run: Finding Your Way Home by Imagining Trajectories

    • Daria de Tinguy, Pietro Mazzaglia, Tim Verbelen, Bart Dhoedt
    Pages 210-221

  17. A Novel Model for Novelty: Modeling the Emergence of Innovation from Cumulative Culture

    • Natalie Kastel, Guillaume Dumas
    Pages 222-234

  18. Active Inference and Psychology of Expectations: A Study of Formalizing ViolEx

    • Dhanaraaj Raghuveer, Dominik Endres
    Pages 235-250

  19. AIXI, FEP-AI, and Integrated World Models: Towards a Unified Understanding of Intelligence and Consciousness

    • Adam Safron
    Pages 251-273

  20. Intention Modulation for Multi-step Tasks in Continuous Time Active Inference

    • Matteo Priorelli, Ivilin Peev Stoianov
    Pages 274-284
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Other volumes

  1. Active Inference

Editors and Affiliations

  • University of Sussex, Brighton, UK

    Christopher L. Buckley

  • University of Chieti-Pescara, Pescara, Italy

    Daniela Cialfi

  • Donders Institute for Brain, Cognition and Behaviour, Nijmegen, The Netherlands

    Pablo Lanillos

  • Wellcome Centre for Human Neuroimaging, London, UK

    Maxwell Ramstead, Noor Sajid

  • Kyoto University, Kyoto, Japan

    Hideaki Shimazaki

  • Ghent University, Ghent, Belgium

    Tim Verbelen

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