alec-tschantz / rl-inference
Reinforcement Learning through Active Inference
β72Updated 4 years ago
Alternatives and similar repositories for rl-inference:
Users that are interested in rl-inference are comparing it to the libraries listed below
- β26Updated 4 years ago
- Deep active inference agents using Monte-Carlo methodsβ88Updated 3 years ago
- π§ π©Comparison of active inference, q-learning and bayesian rl using modified FrozenLake environmentβ34Updated 5 years ago
- [NeurIPS 2021] Contrastive learning formulation of the active inference framework, for matching visual goal states.β13Updated last year
- Code for the paper Deep Active Inference as Variational Policy Gradients.β24Updated 5 years ago
- Repository for "Learning action-oriented models through active inference"β12Updated 4 years ago
- A repository for major/influential FEP and active inference papers.β190Updated 3 years ago
- Supplementary scripts for Step-by-step active inference modelling tutorialβ116Updated 6 months ago
- Free Energy Principle and Active Inference tutorials for newbiesβ47Updated 4 years ago
- Code and data for the paper "Bridging RL Theory and Practice with the Effective Horizon"β47Updated 9 months ago
- Evaluating long-term memory of reinforcement learning algorithmsβ141Updated last year
- intrinsic motivation in grid worldsβ26Updated 4 years ago
- Tutorials on learning and using successor representations.β52Updated 5 years ago
- Codes for the study "Variational Recurrent Models for Solving Partially Observable Control Tasks", published as a conference paper at ICLβ¦β53Updated 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
- β29Updated 5 years ago
- Code and data for People construct simplified mental representations to planβ23Updated last year
- 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
- A toy model of Friston's active inference in Tensorflowβ40Updated 7 years ago
- Models of Sequential Decision-Makingβ45Updated 3 months ago
- Python library for easily making web Apps to compare humans and AIβ25Updated this week
- A short conceptual replication of "Prefrontal cortex as a meta-reinforcement learning system" in Jax.β15Updated 2 years ago
- Implementation of the Option-Critic Architectureβ39Updated 6 years 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
- β19Updated last year
- Simplifying Model-based RL: Learning Representations, Latent-space Models and Policies with One Objectiveβ80Updated 2 years ago
- Pytorch implementation of DreamerV2: MASTERING ATARI WITH DISCRETE WORLD MODELSβ51Updated 3 years ago
- PlaNet: Learning Latent Dynamics for Planning from Pixelsβ10Updated 5 years ago
- Python implementation of a Minimal Active Inference Agentβ16Updated 2 years ago
- PyTorch implementation for all models and environments in the paper "Learning to Ground Multi-Agent Communication with Autoencoders"β45Updated 3 years ago