mazpie / contrastive-aif
[NeurIPS 2021] Contrastive learning formulation of the active inference framework, for matching visual goal states.
☆13Updated last year
Alternatives and similar repositories for contrastive-aif:
Users that are interested in contrastive-aif are comparing it to the libraries listed below
- ☆25Updated 4 years ago
- Code for the paper Deep Active Inference as Variational Policy Gradients.☆24Updated 5 years ago
- Reinforcement Learning through Active Inference☆71Updated 4 years ago
- Evaluating long-term memory of reinforcement learning algorithms☆140Updated last year
- Code for "On Uncertainty in Deep State Space Models for Model-Based Reinforcement Learning" (TMLR, 2022)☆14Updated last year
- Continual RL with wold models (Collas 2023)☆16Updated last year
- Deep active inference agents using Monte-Carlo methods☆87Updated 3 years ago
- Codes for the study "Variational Recurrent Models for Solving Partially Observable Control Tasks", published as a conference paper at ICL…☆52Updated 4 years ago
- 🧊 🚩Comparison of active inference, q-learning and bayesian rl using modified FrozenLake environment☆34Updated 5 years ago
- Unofficial re-implementation of "Learning Latent Dynamics for Planning from Pixels" (https://arxiv.org/abs/1811.04551 ) with PyTorch☆44Updated 4 years ago
- Simplifying Model-based RL: Learning Representations, Latent-space Models and Policies with One Objective☆79Updated last year
- Official implementation of the δ-model presented in the ICML 2024 paper "A Distributional Analogue to the Successor Representation".☆18Updated 3 months ago
- Pytorch version of Dreamer, which follows the original TF v2 codes.☆122Updated 3 years ago
- ☆19Updated 10 months ago
- PyTorch implementation of Episodic Meta Reinforcement Learning on variants of the "Two-Step" task. Reproduces the results found in three …☆34Updated 4 years ago
- Tutorials on learning and using successor representations.☆50Updated 5 years ago
- Synthetic Experience Replay☆86Updated 9 months ago
- Implementation of the Option-Critic Architecture☆38Updated 6 years ago
- ☆16Updated 11 months ago
- Codebase for project about unsupervised skill learning via variational inference and causality.☆42Updated last year
- Implementation of an active inference capsule☆16Updated 3 years ago
- Unofficial Re-implementation of "Dream to Control: Learning Behaviors by Latent Imagination" (https://arxiv.org/abs/1912.01603 ) with PyT…☆27Updated 4 years ago
- When Do Transformers Shine in RL? Decoupling Memory from Credit Assignment, NeurIPS 2023 (oral)☆60Updated last year
- Official Implementation for the paper "R-AIF: Solving Sparse-Reward Robotic Tasks from Pixels with Active Inference and World Models"☆42Updated 4 months ago
- Code for Model-Free Opponent Shaping (ICML 2022)☆17Updated 2 years ago
- ☆35Updated 2 years ago
- A short conceptual replication of "Prefrontal cortex as a meta-reinforcement learning system" in Jax.☆15Updated 2 years ago
- ☆42Updated last year
- Simple implementation of V-MPO proposed in https://arxiv.org/abs/1909.12238☆44Updated 4 years ago
- Code for the paper "Gamma-Models: Generative Temporal Difference Learning for Infinite-Horizon Prediction"☆44Updated last year