Search Results - RepositoryStats

134

1.1k

apache-2.0

17

High-quality single-file implementations of SOTA Offline and Offline-to-Online RL algorithms: AWAC, BC, CQL, DT, EDAC, IQL, SAC-N, TD3+BC, LB-SAC, SPOT, Cal-QL, ReBRAC

gym d4rl reinforcement-learning offline-reinforcement-learning

This repository has been archived (exclude archived)

Created 2022-09-23

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

jaxrl ikostrikov

70

640

mit

13

JAX (Flax) implementation of algorithms for Deep Reinforcement Learning with continuous action spaces.

gym jax sac flax deep-learning soft-actor-critic behavioral-cloning continuous-control reinforcement-learning deep-reinforcement-learning batch-reinforcement-learning offline-reinforcement-learning deep-deterministic-policy-gradient

Created 2021-01-16

133 commits to main branch, last one 2 years ago

Reinforcement-Learning-Papers Allenpandas

35

309

mit

15

📚 List of Top-tier Conference Papers on Reinforcement Learning (RL)，including: NeurIPS, ICML, AAAI, IJCAI, AAMAS, ICLR, ICRA, etc.

dqn aaai icml ijcai neurips rl-papers q-learning policy-gradient imitation-learning reinforcement-learning artificial-intelligence deep-reinforcement-learning meta-reinforcement-learning reinforcement-learning-paper reinforcement-learning-papers offline-reinforcement-learning multi-agent-reinforcement-learning reinforcement-learning-conferences hierarchical-reinforcement-learning reinforcement-learning-conferences-papers

Created 2023-01-05

117 commits to main branch, last one 6 months ago

OfflineRL-Kit yihaosun1124

35

293

mit

7

An elegant PyTorch offline reinforcement learning library for researchers.

pytorch offlinerl deep-learning reinforcement-learning deep-reinforcement-learning offline-reinforcement-learning

Created 2022-07-16

77 commits to main branch, last one 8 months ago

kanachan Cryolite

40

288

unknown

17

A Japanese (Riichi) Mahjong AI Framework

dqn game-ai mahjong majsoul mahjong-ai offline-rl transformer mahjong-soul transformers deep-learning riichi-mahjong japanese-mahjong machine-learning behavioral-cloning imitation-learning curriculum-learning reinforcement-learning deep-reinforcement-learning offline-reinforcement-learning

Created 2021-08-05

339 commits to main branch, last one 10 months ago

min-decision-transformer nikhilbarhate99

25

253

mit

2

Minimal implementation of Decision Transformer: Reinforcement Learning via Sequence Modeling in PyTorch for mujoco control tasks in OpenAI gym

mujoco pytorch robotics openai-gym transformer deep-learning machine-learning pytorch-transformers reinforcement-learning deep-reinforcement-learning offline-reinforcement-learning

Created 2022-02-12

30 commits to master branch, last one 2 years ago

OfflineRL polixir

20

162

apache-2.0

5

A collection of offline reinforcement learning algorithms.

reinforcement-learning offline-reinforcement-learning

Created 2021-02-18

148 commits to master branch, last one 25 days ago

og-marl instadeepai

13

155

apache-2.0

7

Datasets with baselines for offline multi-agent reinforcement learning.

reinforcement-learning offline-reinforcement-learning multi-agent-reinforcement-learning

Created 2022-11-08

556 commits to main branch, last one about a month ago

CQL BY571

24

127

unknown

4

PyTorch implementation of the Offline Reinforcement Learning algorithm CQL. Includes the versions DQN-CQL and SAC-CQL for discrete and continuous action spaces.

dqn sac pytorch discrete-sac machine-learning pytorch-implementation offline-reinforcement-learning reinforcement-learning-algorithms

Created 2021-08-23

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

JAX-CORL nissymori

2

113

mit

4

Clean single-file implementation of offline RL algorithms in JAX

cql iql jax awac d4rl flax td3bc offline-rl single-file decision-transformer reinforcement-learning offline-reinforcement-learning

Created 2024-01-22

354 commits to main branch, last one 3 days ago

NeoRL polixir

12

110

apache-2.0

5

Python interface for accessing the near real-world offline reinforcement learning (NeoRL) benchmark datasets

offline-reinforcement-learning

Created 2021-02-07

19 commits to benchmark branch, last one about a month ago

latentplan ZhengyaoJiang

11

99

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

FISOR ZhengYinan-AIR

4

76

unknown

2

[ICLR 2024] The official implementation of "Safe Offline Reinforcement Learning with Feasibility-Guided Diffusion Model"

jax diffusion-models imitation-learning reinforcement-learning safe-reinforcement-learning hamilton-jacobi-reachability offline-reinforcement-learning

Created 2023-10-29

31 commits to master branch, last one 2 days ago

EDAC snu-mllab

5

71

mit

2

Official PyTorch implementation of "Uncertainty-Based Offline Reinforcement Learning with Diversified Q-Ensemble" (NeurIPS'21)

offline-reinforcement-learning

Created 2021-10-10

57 commits to main branch, last one 2 years ago

Stochastic-muzero DHDev0

10

59

gpl-3.0

5

Pytorch Implementation of Stochastic MuZero for gym environment. This algorithm is capable of supporting a wide range of action and observation spaces, including both discrete and continuous variation...

rl lstm muzero pytorch resnetv2 transformer arxiv-papers gym-environments machine-learning muzero-stochastic stochastic-muzero multilayer-perceptron monte-carlo-tree-search deep-reinforcement-learning online-reinforcement-learning offline-reinforcement-learning

Created 2023-01-17

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

POR ryanxhr

6

55

mit

3

[NeurIPS 2022 Oral] The official implementation of POR in "A Policy-Guided Imitation Approach for Offline Reinforcement Learning"

pytorch offline-reinforcement-learning

Created 2022-07-29

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

ReBRAC tinkoff-ai

6

54

apache-2.0

2

Author's implementation of ReBRAC, a minimalist improvement upon TD3+BC

reinforcement-learning offline-reinforcement-learning

This repository has been archived (exclude archived)

Created 2023-05-07

27 commits to public-release branch, last one about a year ago

sac-rnd tinkoff-ai

4

51

apache-2.0

3

Official implementation for "Anti-Exploration by Random Network Distillation", ICML 2023

jax-implementation flax-implementation deep-reinforcement-learning random-network-distillation offline-reinforcement-learning

This repository has been archived (exclude archived)

Created 2023-01-30

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

FOCAL-ICLR LanqingLi1993

9

50

mit

3

Code for FOCAL Paper Published at ICLR 2021

meta-rl meta-learning multi-task-learning reinforcement-learning distance-metric-learning offline-reinforcement-learning

Created 2020-10-02

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

sac-n-jax Howuhh

3

47

mit

1

Single-file SAC-N implementation on jax with flax and equinox. 10x faster than pytorch

jax d4rl flax equinox reinforcement-learning offline-reinforcement-learning

Created 2022-11-28

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

DPPO snu-mllab

1

39

mit

2

Official implementation of "Direct Preference-based Policy Optimization without Reward Modeling" (NeurIPS 2023)

rlhf reinforcement-learning offline-reinforcement-learning preference-based-reinforcement-learning

Created 2023-10-08

13 commits to main branch, last one 5 months ago

DWBC ryanxhr

2

34

mit

1

[ICML 2022] The official implementation of DWBC in "Discriminator-Weighted Offline Imitation Learning from Suboptimal Demonstrations"

pytorch imitation-learning offline-reinforcement-learning

Created 2022-06-13

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

OMIGA ZhengYinan-AIR

3

30

unknown

3

[NeurIPS 2023] The official implementation of "Offline Multi-Agent Reinforcement Learning with Implicit Global-to-Local Value Regularization"

mujoco pytorch reinforcement-learning offline-reinforcement-learning multi-agent-reinforcement-learning

Created 2023-10-13

12 commits to master branch, last one 9 months ago

loopquest LoopMind-AI

0

29

apache-2.0

3

A Production Tool for Embodied AI

gym mlops rlops simulation embodied-ai embodied-agent mlops-workflow gym-environment foundation-model machine-learning reinforcement-learning decision-making-algorithm reinforcement-learning-ops offline-reinforcement-learning

Created 2023-08-14

131 commits to main branch, last one 5 months ago