Search Results - RepositoryStats

612

2.5k

mit

73

MuZero

rl gym mcts muzero alphago python3 pytorch alphazero tensorboard deep-learning self-learning model-based-rl muzero-general neural-network machine-learning residual-network reinforcement-learning monte-carlo-tree-search deep-reinforcement-learning

Created 2019-12-27

132 commits to master branch, last one 2 years ago

awesome-model-based-RL opendilab

51

933

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 9 days ago

PythonLinearNonlinearControl Shunichi09

180

867

unknown

14

PythonLinearNonLinearControl is a library implementing the linear and nonlinear control theories in python.

cem ddp mpc ilqr mppi nmpc linear-control model-based-rl optimal-control nonlinear-control reinforcement-learning model-predictive-control

Created 2018-12-16

112 commits to master branch, last one 3 years ago

world-models ctallec

132

572

mit

13

Reimplementation of World-Models (Ha and Schmidhuber 2018) in pytorch

pytorch model-based-rl reinforcement-learning

Created 2018-06-26

114 commits to master branch, last one 5 years ago

handful-of-trials kchua

98

431

mit

14

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

model-based-rl reinforcement-learning

Created 2018-08-13

7 commits to master branch, last one 5 years ago

muzero-pytorch koulanurag

57

343

mit

21

Pytorch Implementation of MuZero

planning tree-search model-based-rl deep-reinforcement-learning

Created 2019-12-13

37 commits to master branch, last one 2 years ago

PILCO nrontsis

84

315

mit

18

Bayesian Reinforcement Learning in Tensorflow

tensorflow model-based-rl machine-learning gaussian-processes reinforcement-learning

Created 2018-06-13

72 commits to master branch, last one 3 years ago

Reinforcement-Learning-Papers yingchengyang

20

311

mit

17

Related papers for reinforcement learning, including classic papers and latest papers in top conferences

iclr23 iclr24 icml22 icml23 icml24 neurips22 neurips23 neurips24 offline-rl model-free-rl model-based-rl reinforcement-learning meta-reinforcement-learning reinforcement-learning-papers unsupervised-reinforcement-learning generalization-reinforcement-learning

Created 2021-10-29

500 commits to main branch, last one 3 days ago

dads google-research

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.

deep-learning model-based-rl skill-discovery unsupervised-learning reinforcement-learning

Created 2020-02-28

15 commits to master branch, last one 4 years 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

CarDreamer ucd-dare

25

154

other

6

World Model based Autonomous Driving Platform in CARLA :car:

gym carla dreamer dreamerv2 dreamerv3 world-models model-based-rl foundation-models autonomous-driving reinforcement-learning

Created 2024-05-12

189 commits to master branch, last one 27 days ago

Deep-Reinforcement-Learning-CS285-Pytorch erfanMhi

11

133

mit

4

Solutions of assignments of Deep Reinforcement Learning course presented by the University of California, Berkeley (CS285) in Pytorch framework

mujoco python pytorch berkeley openai-gym deep-learning model-free-rl model-based-rl deep-q-learning neural-networks policy-gradient actor-critic-algorithm reinforcement-learning deep-reinforcement-learning

Created 2020-06-13

38 commits to master branch, last one 4 years ago

unstable_baselines x35f

12

128

unknown

4

Re-implementations of SOTA RL algorithms.

meta-rl pytorch baselines model-based-rl reinforcement-learning

Created 2020-11-28

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

peg penn-pal-lab

4

73

mit

3

Code for "Planning Goals for Exploration", ICLR2023 Spotlight. An unsupervised RL agent for hard exploration tasks.

exploration world-models model-based-rl goal-conditioned-rl reinforcement-learning

Created 2023-03-10

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

raylab 0xangelo

10

56

mit

4

Reinforcement learning algorithms in RLlib

bokeh rllib pytorch streamlit deep-learning model-based-rl machine-learning generative-models normalizing-flows reinforcement-learning

Created 2019-09-12

2,657 commits to master branch, last one 11 months ago

RL-short-course callmespring

18

55

other

3

Reinforcement Learning Short Course

offline-rl q-learning ridesharing deep-q-network model-based-rl policy-gradient value-iteration policy-iteration fitted-q-iteration dynamic-programming monte-carlo-methods policy-based-method off-policy-evaluation reinforcement-learning markov-decision-processes order-dispatch-recommendation temporal-differencing-learning

Created 2023-02-07

89 commits to main branch, last one 17 days ago

Recall2Imagine chandar-lab

5

50

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 5 months 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

causal-mbrl polixir

1

32

mit

3

Toolkit of Causal Model-based Reinforcement Learning.

model-based-rl causal-discovery causal-inference reinforcement-learning

Created 2022-05-23

65 commits to main branch, last one 2 years ago