Control as Hybrid Inference
Accepted @ Theoretical Foundations of RL Workshop (ICLR), 2020
Alexander Tschantz, Beren Millidge, Anil K. Seth, Christopher L. Buckley
Publications
Reinforcement Learning as Iterative and Amortised Inference
ArXiv, 2020
Beren Millidge, Alexander Tschantz, Anil K. Seth, Christopher L Buckley
Reinforcement Learning as Iterative and Amortised Inference
ArXiv, 2020
Beren Millidge, Alexander Tschantz, Anil K. Seth, Christopher L Buckley
Predictive Coding Approximates Backprop along Arbitrary Computation Graphs
ArXiv, 2020
Beren Millidge, Alexander Tschantz, Christopher L Buckley
Curious Inferences: Reply to Sun & Firestone on the Dark Room Problem
Response in Trends in Cognitive Science, 2020
Anil K. Seth, Beren Millidge, Christopher L Buckley, Alexander Tschantz
Learning action-oriented models through active inference
PLOS Computational Biology, 2020
Alexander Tschantz, Anil K. Seth, Christopher L. Buckley
Whence the Expected Free Energy?
ArXiv, 2020
Beren Millidge, Alexander Tschantz, Christopher L Buckley
Reinforcement Learning through Active Inference
Spotlight @ Bridging AI and Cognitive Science Workshop (ICML), 2020
Alexander Tschantz, Beren Millidge, Anil K. Seth, Christopher L. Buckley
Scaling active inference
Published @ IEEE WCCI, 2019
Alexander Tschantz, Manuel Baltieri, Anil. K. Seth, Christopher L. Buckley