Search Results for author: Aswin Paul

Found 4 papers, 3 papers with code

On Predictive planning and counterfactual learning in active inference

1 code implementation19 Mar 2024 Aswin Paul, Takuya Isomura, Adeel Razi

Given the rapid advancement of artificial intelligence, understanding the foundations of intelligent behaviour is increasingly important.

counterfactual Decision Making

Active Inference and Intentional Behaviour

no code implementations6 Dec 2023 Karl J. Friston, Tommaso Salvatori, Takuya Isomura, Alexander Tschantz, Alex Kiefer, Tim Verbelen, Magnus Koudahl, Aswin Paul, Thomas Parr, Adeel Razi, Brett Kagan, Christopher L. Buckley, Maxwell J. D. Ramstead

First, we simulate the aforementioned in vitro experiments, in which neuronal cultures spontaneously learn to play Pong, by implementing nested, free energy minimising processes.

On efficient computation in active inference

1 code implementation2 Jul 2023 Aswin Paul, Noor Sajid, Lancelot Da Costa, Adeel Razi

Despite being recognized as neurobiologically plausible, active inference faces difficulties when employed to simulate intelligent behaviour in complex environments due to its computational cost and the difficulty of specifying an appropriate target distribution for the agent.

Computational Efficiency

Active Inference for Stochastic Control

1 code implementation27 Aug 2021 Aswin Paul, Noor Sajid, Manoj Gopalkrishnan, Adeel Razi

Active inference has emerged as an alternative approach to control problems given its intuitive (probabilistic) formalism.

Reinforcement Learning (RL)

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