Research of a deep predictive coding model for unsupervised representation learning from video and audio data.
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Updated
Oct 18, 2019 - Jupyter Notebook
Research of a deep predictive coding model for unsupervised representation learning from video and audio data.
Simulation code and detailed exposition of the free energy princple (FEP).
Generalized Predictive Coding in Torch
Various experiments related to AGI
Code, figures, animations for a NARX-EFE based agent.
Online system identification in Silverbox by minimising free energy
An active inference agent based on expected free energy minimization with a nonlinear autoregressive exogenous model.
This repository focused on enhancing the Active Inference Controller (AIC) for robotic manipulation tasks on an Interbotix PincherX 150 5-DOF Robot. A modified control framework called the Reactive Active Inference Controller (ReAIC) outperfors the AIC in adaptation experiments.
Experiments and derivations for ACC2022 paper on variational message passing for online NARMAX identification.
Code and experiments for IWAI 2020 submission on online system identification
Swarm dynamics based on Free Energy Principle. Dissertation project for MSc Intelligent and Adaptive Systems at the University of Sussex.
System identification on electro-mechanical positioning system via free energy minimization
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