ucbtns / daiLinks
🧊 🚩Comparison of active inference, q-learning and bayesian rl using modified FrozenLake environment
☆34Updated 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 methods☆90Updated last month
- Reinforcement Learning through Active Inference☆76Updated 5 years ago
- Code for the paper Deep Active Inference as Variational Policy Gradients.☆24Updated 5 years ago
- ☆26Updated 4 years ago
- Tutorials on learning and using successor representations.☆52Updated 5 years ago
- PyTorch implementation of Episodic Meta Reinforcement Learning on variants of the "Two-Step" task. Reproduces the results found in three …☆35Updated 4 years ago
- [NeurIPS 2021] Contrastive learning formulation of the active inference framework, for matching visual goal states.☆13Updated last year
- Code and data for People construct simplified mental representations to plan☆23Updated last year
- Meta-Learning through Hebbian Plasticity in Random Networks: https://arxiv.org/abs/2007.02686☆139Updated 4 years ago
- Deep Successor Representation☆17Updated 7 years ago
- A short conceptual replication of "Prefrontal cortex as a meta-reinforcement learning system" in Jax.☆17Updated 2 years ago
- Implementation of the two-step-task as described in "Prefrontal cortex as a meta-reinforcement learning system" and "Learning to Reinforc…☆58Updated 6 years ago
- A repository for major/influential FEP and active inference papers.☆200Updated 4 years ago
- Accompanying code for "Learning and Planning in Average-Reward Markov Decision Processes"☆14Updated 4 years ago
- This code implements Prioritized Level Replay, a method for sampling training levels for reinforcement learning agents that exploits the …☆88Updated 4 years ago
- Supplementary scripts for Step-by-step active inference modelling tutorial☆120Updated 9 months ago
- Implementation of the Model-Based Meta-Policy-Optimization (MB-MPO) algorithm☆44Updated 6 years ago
- Free Energy Principle and Active Inference tutorials for newbies☆49Updated 4 years ago
- Repository for "Learning action-oriented models through active inference"☆12Updated 5 years ago
- PAIRED in PyTorch 🔥☆62Updated 2 years ago
- Pytorch code for "Learning Belief Representations for Imitation Learning in POMDPs" (UAI 2019)☆21Updated 3 years ago
- Code for the paper "Gamma-Models: Generative Temporal Difference Learning for Infinite-Horizon Prediction"☆44Updated last year
- Library to compare and evaluate reward functions☆67Updated last year
- Gridworld for MARL experiments☆141Updated 4 years ago
- ☆41Updated 2 years ago
- Code for Optimistic Exploration even with a Pessimistic Initialisation☆14Updated 5 years ago
- A toy model of Friston's active inference in Tensorflow☆41Updated 8 years ago
- Using RLLib and PycoLab to explore intelligent cooperative behavior in sequential social dilemmas☆50Updated 2 years ago
- On the model-based stochastic value gradient for continuous reinforcement learning☆56Updated 2 years ago
- Animal-AI supports interdisciplinary research to help better understand human, animal, and artificial cognition.☆74Updated last month