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A curated list of awesome model based RL resources (continually updated)
Created 2021-12-28
43 commits to main branch, last one about a month ago
PythonLinearNonLinearControl is a library implementing the linear and nonlinear control theories in python.
Created 2018-12-16
112 commits to master branch, last one 3 years ago
Reimplementation of World-Models (Ha and Schmidhuber 2018) in pytorch
Created 2018-06-26
114 commits to master branch, last one 5 years ago
Experiment code for "Deep Reinforcement Learning in a Handful of Trials using Probabilistic Dynamics Models"
Created 2018-08-13
7 commits to master branch, last one 5 years ago
Pytorch Implementation of MuZero
Created 2019-12-13
37 commits to master branch, last one 2 years ago
Related papers for reinforcement learning, including classic papers and latest papers in top conferences
Created 2021-10-29
500 commits to main branch, last one about a month ago
83
315
mit
18
Bayesian Reinforcement Learning in Tensorflow
Created 2018-06-13
72 commits to master branch, last one 3 years ago
Unofficial Pytorch code for "Deep Reinforcement Learning in a Handful of Trials using Probabilistic Dynamics Models"
Created 2019-01-03
32 commits to master branch, last one 5 years ago
51
186
apache-2.0
7
Code for 'Dynamics-Aware Unsupervised Discovery of Skills' (DADS). Enables skill discovery without supervision, which can be combined with model-based control.
Created 2020-02-28
15 commits to master branch, last one 4 years ago
World Model based Autonomous Driving Platform in CARLA :car:
Created 2024-05-12
193 commits to master branch, last one 27 days ago
Solutions of assignments of Deep Reinforcement Learning course presented by the University of California, Berkeley (CS285) in Pytorch framework
Created 2020-06-13
38 commits to master branch, last one 4 years ago
Re-implementations of SOTA RL algorithms.
Created 2020-11-28
285 commits to main branch, last one about a year ago
Code for "Planning Goals for Exploration", ICLR2023 Spotlight. An unsupervised RL agent for hard exploration tasks.
Created 2023-03-10
7 commits to master branch, last one about a year ago
Recall to Imagine, a model-based RL algorithm with superhuman memory. Oral (1.2%) @ ICLR 2024
Created 2024-03-25
2 commits to main branch, last one 6 months ago
Reinforcement learning algorithms in RLlib
Created 2019-09-12
2,657 commits to master branch, last one about a year ago
JAX code for the paper "Control-Oriented Model-Based Reinforcement Learning with Implicit Differentiation"
Created 2021-06-06
10 commits to main branch, last one 3 years ago
4
39
gpl-3.0
5
A number of agents (PPO, MuZero) with a Perceiver-based NN architecture that can be trained to achieve goals in nethack/minihack environments.
Created 2021-06-17
144 commits to main branch, last one 2 years ago
Toolkit of Causal Model-based Reinforcement Learning.
Created 2022-05-23
65 commits to main branch, last one 2 years ago
Model-based Offline Policy Optimization re-implement all by pytorch
Created 2022-07-03
23 commits to master branch, last one about a year ago