BerenMillidge / DeepActiveInference
Code for the paper Deep Active Inference as Variational Policy Gradients.
β24Updated 5 years ago
Alternatives and similar repositories for DeepActiveInference:
Users that are interested in DeepActiveInference are comparing it to the libraries listed below
- [NeurIPS 2021] Contrastive learning formulation of the active inference framework, for matching visual goal states.β13Updated last year
- π§ π©Comparison of active inference, q-learning and bayesian rl using modified FrozenLake environmentβ34Updated 5 years ago
- β26Updated 4 years ago
- Deep active inference agents using Monte-Carlo methodsβ88Updated 3 years ago
- Reinforcement Learning through Active Inferenceβ72Updated 4 years ago
- Official implementation of the Ξ΄-model presented in the ICML 2024 paper "A Distributional Analogue to the Successor Representation".β20Updated 5 months ago
- β40Updated 2 years ago
- Tutorials on learning and using successor representations.β52Updated 5 years ago
- Code and data for People construct simplified mental representations to planβ23Updated last year
- Python library for easily making web Apps to compare humans and AIβ25Updated this week
- β19Updated last year
- A short conceptual replication of "Prefrontal cortex as a meta-reinforcement learning system" in Jax.β15Updated 2 years ago
- Evaluating long-term memory of reinforcement learning algorithmsβ141Updated last year
- Free Energy Principle and Active Inference tutorials for newbiesβ47Updated 4 years ago
- Predictive coding in Pythonβ65Updated last year
- Codes for the study "Variational Recurrent Models for Solving Partially Observable Control Tasks", published as a conference paper at ICLβ¦β53Updated 4 years ago
- Mitigating Partial Observability in Sequential Decision Processes via the Lambda Discrepancyβ17Updated 5 months ago
- A Python Implementation of Predictive Coding (Whittington & Bogacz 2017)β15Updated 4 years ago
- Repository for "Learning action-oriented models through active inference"β12Updated 4 years ago
- Animal-AI 3β65Updated 2 years ago
- PyTorch implementation of Episodic Meta Reinforcement Learning on variants of the "Two-Step" task. Reproduces the results found in three β¦β35Updated 4 years ago
- Code and data for the paper "Bridging RL Theory and Practice with the Effective Horizon"β47Updated 9 months ago
- Code for our NeurIPS 2021 paper: Sparsely Changing Latent States for Prediction and Planning in Partially Observable Domainsβ22Updated 2 years ago
- Flexible Inference for Predictive Coding Networks in JAX.β32Updated 2 weeks ago
- This code implements Prioritized Level Replay, a method for sampling training levels for reinforcement learning agents that exploits the β¦β83Updated 3 years ago
- Flexible modulation of sequence generation in the entorhinal-hippocampal system.β13Updated 3 years ago
- repo for code for paper on general theory associative memory modelsβ18Updated 2 years ago
- Pytorch code for "Learning Belief Representations for Imitation Learning in POMDPs" (UAI 2019)β18Updated 2 years ago
- β44Updated last year
- Implementation of USFAs: https://arxiv.org/pdf/1812.07626.pdfβ9Updated 6 years ago