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IWAI 2020: Ghent, Belgium
- Tim Verbelen
, Pablo Lanillos
Active Inference - First International Workshop, IWAI 2020, Co-located with ECML/PKDD 2020, Ghent, Belgium, September 14, 2020, Proceedings. Communications in Computer and Information Science 1326, Springer 2020, ISBN 978-3-030-64918-0
Active Inference and Continuous Control
- Beren Millidge, Alexander Tschantz, Anil K. Seth, Christopher L. Buckley:
On the Relationship Between Active Inference and Control as Inference. 3-11 - Abraham Imohiosen, Joe Watson, Jan Peters:
Active Inference or Control as Inference? A Unifying View. 12-19 - Corrado Pezzato
Active Inference for Fault Tolerant Control of Robot Manipulators with Sensory Faults. 20-27 - Magnus T. Koudahl, Bert de Vries:
A Worked Example of Fokker-Planck-Based Active Inference. 28-34 - Martin Biehl, Ryota Kanai:
Dynamics of a Bayesian Hyperparameter in a Markov Chain. 35-41 - Wouter M. Kouw
Online System Identification in a Duffing Oscillator by Free Energy Minimisation. 42-51 - Christoph Mathys
Hierarchical Gaussian Filtering of Sufficient Statistic Time Series for Active Inference. 52-58
Active Inference and Machine Learning
- Otto van der Himst, Pablo Lanillos
Deep Active Inference for Partially Observable MDPs. 61-71 - Samuel T. Wauthier
Sleep: Model Reduction in Deep Active Inference. 72-83 - Thomas Rood, Marcel van Gerven, Pablo Lanillos
A Deep Active Inference Model of the Rubber-Hand Illusion. 84-91 - Toon Van de Maele, Tim Verbelen, Ozan Çatal, Cedric De Boom, Bart Dhoedt:
You Only Look as Much as You Have To - Using the Free Energy Principle for Active Vision. 92-100 - Alvaro Ovalle, Simon M. Lucas:
Modulation of Viability Signals for Self-regulatory Control. 101-113 - Emmanuel Daucé
End-Effect Exploration Drive for Effective Motor Learning. 114-124 - Burak Ergul, Thijs van de Laar, Magnus T. Koudahl, Martin Roa Villescas
Learning Where to Park. 125-132
Active Inference: Theory and Biology
- Adam Safron
Integrated World Modeling Theory (IWMT) Implemented: Towards Reverse Engineering Consciousness with the Free Energy Principle and Active Inference. 135-155 - Ryan Smith
Confirmatory Evidence that Healthy Individuals Can Adaptively Adjust Prior Expectations and Interoceptive Precision Estimates. 156-164 - Emmanuel Daucé
Visual Search as Active Inference. 165-178 - Casper Hesp
Sophisticated Affective Inference: Simulating Anticipatory Affective Dynamics of Imagining Future Events. 179-186 - Fernando E. Rosas, Pedro A. M. Mediano, Martin Biehl, Shamil Chandaria, Daniel Polani:
Causal Blankets: Theory and Algorithmic Framework. 187-198
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