ucbtns / daiLinks
π§ π©Comparison of active inference, q-learning and bayesian rl using modified FrozenLake environment
β34Updated 5 years ago
Alternatives and similar repositories for dai
Users that are interested in dai are comparing it to the libraries listed below
Sorting:
- Deep active inference agents using Monte-Carlo methodsβ96Updated 7 months ago
- Reinforcement Learning through Active Inferenceβ79Updated 5 years ago
- Code for the paper Deep Active Inference as Variational Policy Gradients.β27Updated 6 years ago
- PyTorch implementation of Episodic Meta Reinforcement Learning on variants of the "Two-Step" task. Reproduces the results found in three β¦β36Updated 5 years ago
- Tutorials on learning and using successor representations.β54Updated 6 years ago
- β26Updated 5 years ago
- Code and data for People construct simplified mental representations to planβ23Updated 2 years ago
- A short conceptual replication of "Prefrontal cortex as a meta-reinforcement learning system" in Jax.β17Updated 2 years ago
- A repository for major/influential FEP and active inference papers.β217Updated 4 years ago
- Meta-Learning through Hebbian Plasticity in Random Networks: https://arxiv.org/abs/2007.02686β145Updated 4 years ago
- Free Energy Principle and Active Inference tutorials for newbiesβ50Updated 5 years ago
- Deep Successor Representationβ18Updated 7 years ago
- Code for simulations in "Computational mechanisms of curiosity and goal-directed exploration"β10Updated 5 years ago
- Implementation of the two-step-task as described in "Prefrontal cortex as a meta-reinforcement learning system" and "Learning to Reinforcβ¦β59Updated 6 years ago
- This code implements Prioritized Level Replay, a method for sampling training levels for reinforcement learning agents that exploits the β¦β92Updated 4 years ago
- β14Updated 3 years ago
- Code for the paper "Gamma-Models: Generative Temporal Difference Learning for Infinite-Horizon Prediction"β45Updated 2 years ago
- Predictive coding in Pythonβ70Updated last year
- This repository contains code for the method and experiments of the paper "Learning with AMIGo: Adversarially Motivated Intrinsic Goals".β64Updated 2 years ago
- PAIRED in PyTorch π₯β64Updated 2 years ago
- Implementation of the Model-Based Meta-Policy-Optimization (MB-MPO) algorithmβ44Updated 7 years ago
- Repository for "Learning action-oriented models through active inference"β12Updated 5 years ago
- NiceWebRL is a Python library for quickly making human subject experiments that leverage machine reinforcement learning environments.β78Updated this week
- Animal-AI 3β66Updated 2 years ago
- [NeurIPS 2021] World modelling and action learning using a contrastive formulation of the active inference framework, for reaching visualβ¦β15Updated last year
- Using RLLib and PycoLab to explore intelligent cooperative behavior in sequential social dilemmasβ54Updated 3 years ago
- Easy MDPs and grid worlds with accessible transition dynamics to do exact calculationsβ49Updated 3 years ago
- Code for Model-Free Opponent Shaping (ICML 2022)β20Updated 3 years ago
- PyTorch implementation of "Model-based Reinforcement Learning for Semi-Markov Decision Processes with Neural ODEs", NeurIPS 2020β46Updated 5 years ago
- Models of Sequential Decision-Makingβ52Updated last year