#Rl

Showing 60 of 77 repositories tagged #rl, ranked by stars

LlamaChinese
LlamaChinese
Llama-Chinese

Llama中文社区,实时汇总最新Llama学习资料,构建最好的中文Llama大模型开源生态,完全开源可商用

Score
77
★ 14.7k ⑂ 1.3k +2/day
Python
thu-ml
thu-ml
tianshou

An elegant PyTorch deep reinforcement learning library.

Score
92
★ 10.8k ⑂ 1.3k +25/day
Python
OpenPipe
OpenPipe
ART

Agent Reinforcement Trainer: train multi-step agents for real-world tasks using GRPO. Give your agents on-the-job training. Reinforcement learning for Qwen3.6, GPT-OSS, Llama, and more!

Score
100
★ 10.3k ⑂ 938 +150/day
Python
areal-project
areal-project
AReaL

The RL Bridge for LLM-based Agent Applications. Made Simple & Flexible.

Score
85
★ 5.5k ⑂ 547 +24/day
Python
hiyouga
hiyouga
EasyR1

EasyR1: An Efficient, Scalable, Multi-Modality RL Training Framework based on veRL

Score
100
★ 5.0k ⑂ 373 +2/day
Python
pytorch
pytorch
rl

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

Score
100
★ 3.5k ⑂ 466 +2/day
Python
pytorch
pytorch
ELF

ELF: a platform for game research with AlphaGoZero/AlphaZero reimplementation

Score
0
★ 3.4k ⑂ 571
C++
werner-duvaud
werner-duvaud
muzero-general

MuZero

Score
38
★ 2.8k ⑂ 671
Python
MaximeVandegar
MaximeVandegar
Papers-in-100-Lines-of-Code

Implementation of papers in 100 lines of code.

Score
95
★ 2.8k ⑂ 255 +4/day
Python
TsinghuaC3I
TsinghuaC3I
Awesome-RL-for-LRMs

A Survey of Reinforcement Learning for Large Reasoning Models

Score
79
★ 2.5k ⑂ 131 +1/day
TeX
PRIME-RL
PRIME-RL
PRIME

Scalable RL solution for advanced reasoning of language models

Score
50
★ 1.9k ⑂ 116
Python
FareedKhan-dev
FareedKhan-dev
all-rl-algorithms

Implementation of all RL algorithms in a simpler way

Score
58
★ 1.8k ⑂ 336 +22/day
Jupyter Notebook
pathak22
pathak22
noreward-rl

[ICML 2017] TensorFlow code for Curiosity-driven Exploration for Deep Reinforcement Learning

Score
70
★ 1.5k ⑂ 304
Python
sail-sg
sail-sg
understand-r1-zero

Understanding R1-Zero-Like Training: A Critical Perspective

Score
46
★ 1.3k ⑂ 60 +3/day
Python
PRIME-RL
PRIME-RL
TTRL

[NeurIPS 2025] TTRL: Test-Time Reinforcement Learning

Score
83
★ 1.1k ⑂ 82 +3/day
Python
JudgmentLabs
JudgmentLabs
judgeval

The Continuous-Improvement Stack for Agents. Our environment data and evals power agent improvement and monitoring.

Score
96
★ 1.0k ⑂ 93
Python
datawhalechina
datawhalechina
diy-llm

🎓 系统性大语言模型构建课程|🛠️ 覆盖预训练数据工程、Tokenizer、Transformer、MoE、GPU 编程 (CUDA/Triton)、分布式训练、Scaling Laws、推理优化及对齐 (SFT/RLHF/GRPO)|🚀 6 个渐进式作业 + 代码驱动,建立 LLM 全栈认知体系

Score
92
★ 1.0k ⑂ 110 +18/day
Jupyter Notebook
lasgroup
lasgroup
SDPO

Reinforcement Learning via Self-Distillation (SDPO)

Score
54
★ 993 ⑂ 116 +5/day
Python
tensorlakeai
tensorlakeai
tensorlake

Tensorlake is a serverless runtime for sandboxes and deploying background agentic applications

Score
62
★ 957 ⑂ 137 +4/day
Python
derisk-ai
derisk-ai
OpenDerisk

AI-Native Risk Intelligence Systems, OpenDeRisk——Your application system risk intelligent manager provides 7* 24-hour comprehensive and in-depth protection.

Score
46
★ 956 ⑂ 130 +3/day
Python
MushroomRL
MushroomRL
mushroom-rl

Python library for Reinforcement Learning.

Score
69
★ 937 ⑂ 162 +1/day
Python
google-research
google-research
rliable

[NeurIPS'21 Outstanding Paper] Library for reliable evaluation on RL and ML benchmarks, even with only a handful of seeds.

Score
60
★ 875 ⑂ 49 +2/day
Jupyter Notebook
tingaicompass
tingaicompass
AI-Compass

“AI-Compass”将为社区指引在 AI 技术海洋中航行的方向,无论你是初学者还是进阶开发者,都能在这里找到通往 AI 各大方向的路径。旨在帮助开发者系统性地了解 AI 的核心概念、主流技术、前沿趋势,并通过实践掌握从理论到落地的全过程。

Score
88
★ 844 ⑂ 109 +10/day
Python
ashishpatel26
ashishpatel26
Real-time-ML-Project

A curated list of applied machine learning and data science notebooks and libraries across different industries.

Score
65
★ 768 ⑂ 277 +1/day
araffin
araffin
rl-tutorial-jnrr19

Stable-Baselines tutorial for Journées Nationales de la Recherche en Robotique 2019

Score
23
★ 746 ⑂ 141 +1/day
Jupyter Notebook
Stable-Baselines-Team
Stable-Baselines-Team
stable-baselines3-contrib

Contrib package for Stable-Baselines3 - Experimental reinforcement learning (RL) code

Score
90
★ 727 ⑂ 243
Python
benedekrozemberczki
benedekrozemberczki
awesome-monte-carlo-tree-search-papers

A curated list of Monte Carlo tree search papers with implementations.

Score
80
★ 713 ⑂ 76 +1/day
Python
Purewhiter
Purewhiter
mobilegym

MobileGym: A Verifiable and Highly Parallel Simulation Platform for Mobile GUI Agent Research · 浏览器里运行的安卓模拟器 · Browser-hosted Android Simulator · Verifiable Evaluation · Scalable Online RL Training

Score
0
★ 712 ⑂ 111 +4/day
Python
yrlu
yrlu
irl-imitation

Implementation of Inverse Reinforcement Learning (IRL) algorithms in Python/Tensorflow. Deep MaxEnt, MaxEnt, LPIRL

Score
55
★ 678 ⑂ 147 +1/day
Python
facebookresearch
facebookresearch
BenchMARL

BenchMARL is a library for benchmarking Multi-Agent Reinforcement Learning (MARL). BenchMARL allows to quickly compare different MARL algorithms, tasks, and models while being systematically grounded in its two core tenets: reproducibility and standardization.

Score
85
★ 639 ⑂ 133 +2/day
Python
neptune-ai
neptune-ai
neptune-client

📘 The experiment tracker for foundation model training

Score
100
★ 623 ⑂ 75 +1/day
Python
facebookresearch
facebookresearch
meta-agents-research-environments

Meta Agents Research Environments is a comprehensive platform designed to evaluate AI agents in dynamic, realistic scenarios. Unlike static benchmarks, this platform introduces evolving environments where agents must adapt their strategies as new information becomes available, mirroring real-world challenges.

Score
75
★ 523 ⑂ 68
Python
axon-rl
axon-rl
gem

A Gym for Agentic LLMs

Score
54
★ 500 ⑂ 33 +1/day
Python
chrisliu298
chrisliu298
awesome-on-policy-distillation

A curated collection of papers, technical reports, frameworks, and tools for on-policy distillation (OPD) of large language models

Score
71
★ 489 ⑂ 14 +29/day
NVlabs
NVlabs
GDPO

Official implementation of GDPO: Group reward-Decoupled Normalization Policy Optimization for Multi-reward RL Optimization

Score
62
★ 487 ⑂ 32 +7/day
Python
PRIME-RL
PRIME-RL
Entropy-Mechanism-of-RL

The Entropy Mechanism of Reinforcement Learning for Large Language Model Reasoning.

Score
17
★ 443 ⑂ 15
Python
jiangxinke
jiangxinke
Agentic-RAG-R1

Agentic RAG R1 Framework via Reinforcement Learning

Score
67
★ 423 ⑂ 51 +1/day
Python
TorchTrade
TorchTrade
torchtrade

Modular reinforcement learning framework for algorithmic trading

Score
100
★ 400 ⑂ 55
Python
ucaiado
ucaiado
rl_trading

An environment to high-frequency trading agents under reinforcement learning

Score
88
★ 289 ⑂ 120
Python
hud-evals
hud-evals
hud-python

OSS RL environment + evals toolkit

Score
31
★ 272 ⑂ 61 +1/day
Python
gsurma
gsurma
atari

AI research environment for the Atari 2600 games 🤖.

Score
40
★ 263 ⑂ 73
Python
Goekdeniz-Guelmez
Goekdeniz-Guelmez
MLX-LoRA-Studio

A native Mac App for LLM fine-tuning on Apple Silicon — fully on-device, fully open source.

Score
75
★ 239 ⑂ 23 +13/day
Swift
opendilab
opendilab
GenerativeRL

Python library for solving reinforcement learning (RL) problems using generative models (e.g. Diffusion Models).

Score
12
★ 220 ⑂ 12 +1/day
Python
Draichi
Draichi
T-1000

:zap: :zap: 𝘋𝘦𝘦𝘱 𝘙𝘓 𝘈𝘭𝘨𝘰𝘵𝘳𝘢𝘥𝘪𝘯𝘨 𝘸𝘪𝘵𝘩 𝘙𝘢𝘺 𝘈𝘗𝘐

Score
62
★ 176 ⑂ 42
Python
gordicaleksa
gordicaleksa
pytorch-learn-reinforcement-learning

A collection of various RL algorithms like policy gradients, DQN and PPO. The goal of this repo will be to make it a go-to resource for learning about RL. How to visualize, debug and solve RL problems. I've additionally included playground.py for learning more about OpenAI gym, etc.

Score
25
★ 163 ⑂ 35
Python
stillonearth
stillonearth
bevy_rl

Reinforcement Learning environments with Bevy

Score
0
★ 101 ⑂ 3 +1/day
Rust
Cohere-Labs-Community
Cohere-Labs-Community
rl

Generic reinforcement learning codebase in TensorFlow

Score
30
★ 95 ⑂ 21
Python
WooooDyy
WooooDyy
BAPO

Codes for the paper "BAPO: Stabilizing Off-Policy Reinforcement Learning for LLMs via Balanced Policy Optimization with Adaptive Clipping" by Zhiheng Xi et al.

Score
25
★ 94 ⑂ 6
Python
FareedKhan-dev
FareedKhan-dev
rag-with-rl

Maximizing the Performance of a Simple RAG using RL

Score
8
★ 94 ⑂ 23
Jupyter Notebook
Haochen-Wang409
Haochen-Wang409
TreeVGR

[ICLR'26] Traceable Evidence Enhanced Visual Grounded Reasoning: Evaluation and Methodology

Score
21
★ 92 ⑂ 1
Python
gsurma
gsurma
slitherin

AI research environment for the game of Snake 🐍 .

Score
15
★ 92 ⑂ 25
Python
Infini-AI-Lab
Infini-AI-Lab
astraflow

Dataflow-Oriented Reinforcement Learning for (Multi-)Agentic LLMs

Score
42
★ 92 ⑂ 16
Python
OptMLGroup
OptMLGroup
DeepBeerInventory-RL

The code for the SRDQN algorithm to train an agent for the beer game problem

Score
0
★ 90 ⑂ 39
Python
denisyarats
denisyarats
proto

Proto-RL: Reinforcement Learning with Prototypical Representations

Score
25
★ 87 ⑂ 13 +1/day
Python
FlyTune
FlyTune
DynaMO-RL

Dynamic Rollout Allocation and Advantage Modulation for Policy Optimization (DynaMO) - Official Implementation

Score
33
★ 87 ⑂ 3
Python
Cloud-CV
Cloud-CV
EvalAI-Starters

How to create a challenge on EvalAI?

Score
75
★ 86 ⑂ 192
Python
NVlabs
NVlabs
NFT

Implementation of Negative-aware Finetuning (NFT) algorithm for "Bridging Supervised Learning and Reinforcement Learning in Math Reasoning"

Score
4
★ 86 ⑂ 5
Python
mymusise
mymusise
Trading-Gym

A Trading environment base on Gym

Score
0
★ 83 ⑂ 24
Python
DHDev0
DHDev0
Stochastic-muzero

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 variations.

Score
45
★ 78 ⑂ 11
Python
The-Martyr
The-Martyr
Awesome-Multimodal-Reasoning

Latest Advances on (RL based) Multimodal Reasoning and Generation in Multimodal LLMs

Score
38
★ 77 ⑂ 6
Related Topics
#reinforcement-learning#llm#machine-learning#pytorch#agent#ai#deep-learning#gym#python#reasoning#grpo#deep-reinforcement-learning

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