Search Results - RepositoryStats

DI-engine opendilab

378

3.1k

apache-2.0

23

OpenDILab Decision AI Engine. The Most Comprehensive Reinforcement Learning Framework B.P.

Created 2021-07-04

824 commits to main branch, last one a day ago

rl pytorch

318

2.4k

mit

42

A modular, primitive-first, python-first PyTorch library for Reinforcement Learning.

ai rl marl torch control pytorch robotics decision-making machine-learning distributed-computing reinforcement-learning model-based-reinforcement-learning multi-agent-reinforcement-learning

Created 2022-02-01

1,690 commits to main branch, last one 10 hours ago

mbrl-lib facebookresearch

157

967

mit

25

Library for Model Based RL

reinforcement-learning model-based-reinforcement-learning

This repository has been archived (exclude archived)

Created 2020-08-17

313 commits to main branch, last one about a year ago

awesome-model-based-RL opendilab

51

951

apache-2.0

38

A curated list of awesome model based RL resources (continually updated)

awesome awesome-list model-based-rl reinforcement-learning reinforcement-learning-algorithms model-based-reinforcement-learning

Created 2021-12-28

43 commits to main branch, last one 21 days ago

MEEE YaoYao1995

76

470

mit

61

Code to reproduce the experiments in Sample Efficient Reinforcement Learning via Model-Ensemble Exploration and Exploitation (MEEE).

reinforcement-learning exploration-exploitation model-based-reinforcement-learning

Created 2020-11-09

27 commits to main branch, last one about a year ago

DI-engine-docs opendilab

62

289

apache-2.0

2

DI-engine docs (Chinese and English)

offline-rl pytorch-rl deep-learning imitation-learning reinforcement-learning inverse-reinforcement-learning reinforcement-learning-algorithms model-based-reinforcement-learning multi-agent-reinforcement-learning

Created 2021-07-09

331 commits to main branch, last one 28 days ago

handful-of-trials-pytorch quanvuong

34

186

unknown

4

Unofficial Pytorch code for "Deep Reinforcement Learning in a Handful of Trials using Probabilistic Dynamics Models"

model-based-rl ensemble-learning probabilistic-models reinforcement-learning model-based-reinforcement-learning

Created 2019-01-03

32 commits to master branch, last one 5 years ago

Data-Efficient-Reinforcement-Learning-with-Probabilistic-Model-Predictive-Control SimonRennotte

15

129

mit

5

Unofficial Implementation of the paper "Data-Efficient Reinforcement Learning with Probabilistic Model Predictive Control", applied to gym environments

paper pytorch gpytorch uncertainty control-animation gaussian-processes pytorch-implementation reinforcement-learning model-predictive-control model-based-reinforcement-learning

Created 2020-11-15

166 commits to master branch, last one about a year ago

PianoFingering.jl JuliaMusic

3

110

gpl-3.0

4

(Experimental, a lot of bugs) Automatic fingering generator for piano scores, determining optimal fingering using Model-Based Reinforcement Learning, written in the Julia language.

mdp dyna julia piano music21 q-learning julia-package piano-fingers julia-language piano-keyboard piano-fingering reinforcement-learning model-based-reinforcement-learning

This repository has been archived (exclude archived)

Created 2023-04-21

20 commits to main branch, last one about a year ago

latentplan ZhengyaoJiang

11

98

mit

3

Code release for Efficient Planning in a Compact Latent Action Space (ICLR2023) https://arxiv.org/abs/2208.10291.

transformer generative-model reinforcement-learning offline-reinforcement-learning model-based-reinforcement-learning

Created 2022-08-23

14 commits to main branch, last one about a year ago

deep-active-inference-mc zfountas

16

84

gpl-3.0

4

Deep active inference agents using Monte-Carlo methods

dsprites animal-ai active-inference cognitive-science monte-carlo-methods variational-inference cognitive-architectures machine-learning-models monte-carlo-tree-search variational-autoencoders disentangled-representations model-based-reinforcement-learning

Created 2020-06-03

22 commits to master branch, last one 3 years ago

racing_dreamer CPS-TUWien

18

77

unknown

7

Latent Imagination Facilitates Zero-Shot Transfer in Autonomous Racing

deep-learning autonomous-driving reinforcement-learning deep-reinforcement-learning model-based-reinforcement-learning

Created 2021-03-01

149 commits to main branch, last one about a year ago

iVideoGPT thuml

3

73

mit

4

Official repository for "iVideoGPT: Interactive VideoGPTs are Scalable World Models" (NeurIPS 2024), https://arxiv.org/abs/2405.15223

world-model visual-planning video-prediction model-based-reinforcement-learning

Created 2024-05-24

28 commits to main branch, last one a day ago

world-model-as-a-graph LunjunZhang

3

64

mit

1

Code for "World Model as a Graph: Learning Latent Landmarks for Planning" (ICML 2021 Long Presentation)

planning-algorithms reinforcement-learning deep-reinforcement-learning model-based-reinforcement-learning

Created 2021-05-30

7 commits to main branch, last one 3 years ago

Recall2Imagine chandar-lab

5

54

mit

7

Recall to Imagine, a model-based RL algorithm with superhuman memory. Oral (1.2%) @ ICLR 2024

s4 s5 s6 ssm mamba deep-rl dreamer iclr2024 world-models parallel-scan model-based-rl parallel-scanning state-space-models reinforcement-learning deep-reinforcement-learning model-based-reinforcement-learning

Created 2024-03-25

2 commits to main branch, last one 6 months ago

bellman Bellman-devs

4

54

apache-2.0

5

Model-based reinforcement learning in TensorFlow

mbrl mujoco tensorflow deep-learning machine-learning reinforcement-learning deep-reinforcement-learning model-based-reinforcement-learning

Created 2021-03-15

17 commits to develop branch, last one 3 years ago

Pearl 0xprofessooor

1

53

mit

1

Adaptable tools to make reinforcement learning and evolutionary computation algorithms.

pearl python pytorch research reinforcement-learning evolutionary-algorithms evolutionary-computation model-based-reinforcement-learning

Created 2021-09-08

609 commits to main branch, last one 2 years ago

jax_muzero Hwhitetooth

7

53

mit

4

An implementation of MuZero in JAX.

jax muzero deep-learning reinforcement-learning deep-reinforcement-learning model-based-reinforcement-learning

Created 2022-02-21

11 commits to main branch, last one 2 years ago

omd evgenii-nikishin

5

43

mit

3

JAX code for the paper "Control-Oriented Model-Based Reinforcement Learning with Implicit Differentiation"

dqn gym jax sac flax haiku dm-haiku deep-learning model-based-rl machine-learning soft-actor-critic reinforcement-learning automatic-differentiation deep-reinforcement-learning model-based-reinforcement-learning

Created 2021-06-06

10 commits to main branch, last one 3 years ago

omega hr0nix

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.

jax flax mcts rlax muzero nethack minihack model-based-rl reinforcement-learning model-based-reinforcement-learning

Created 2021-06-17

144 commits to main branch, last one 2 years ago

HarmonyDream thuml

1

26

mit

6

Code release for "HarmonyDream: Task Harmonization Inside World Models" (ICML 2024), https://arxiv.org/abs/2310.00344

world-models model-based-reinforcement-learning

Created 2024-06-04

5 commits to main branch, last one 5 months ago