Top AI Repos tracks AI repositories on GitHub and answers two different questions about each one: is it moving right now, and would you bet a product on it.
RL algorithms, environments, simulators and decision-making systems.
Signals: reinforcement-learning, deep-reinforcement-learning, rl, gymnasium, openai-gym, multi-agent-reinforcement-learning, imitation-learning
664 results
A basic 2D maze environment where an agent start from the top left corner and try to find its way to the bottom left corner.
Easily train AlphaZero-like agents on any environment you want!
MineStudio: A Streamlined Package for Minecraft AI Agent Development
Scalable RL for Any Agent and Sandbox.
[AAAI 2023] Official PyTorch implementation of paper "ACE: Cooperative Multi-agent Q-learning with Bidirectional Action-Dependency".
This repository is for an open-source environment for multi-agent active voltage control on power distribution networks (MAPDN).
Benchmark for Continuous Multi-Agent Robotic Control, based on OpenAI's Mujoco Gym environments.
[NeurIPS 2024] SMART: Scalable Multi-agent Real-time Motion Generation via Next-token Prediction
SIMPL: A Simple and Efficient Multi-agent Motion Prediction Baseline for Autonomous Driving
Find best-response to a fixed policy in multi-agent RL
PRIMAL: Pathfinding via Reinforcement and Imitation Multi-Agent Learning -- Distributed RL/IL code for Multi-Agent Path Finding (MAPF)
A Pytorch implementation of the multi agent deep deterministic policy gradients (MADDPG) algorithm
Projects from basic algorithms to MARL. Implements MADDPG,MATD3,MA/HAPPO in Predator-Prey pursuit games with PettingZoo MPE environments.
[ICML 2026 Outstanding Paper] Minimalist RL for Diffusion LLMs. 89.1% on GSM8K.
[NeurIPS 2025] Thinkless: LLM Learns When to Think
We perform functional grounding of LLMs' knowledge in BabyAI-Text
llm & rl
siiRL: Shanghai Innovation Institute RL Framework for Advanced LLMs and Multi-Agent Systems
BabyAI platform. A testbed for training agents to understand and execute language commands.
Simple deep Q-learning agent.
Library with search algorithms for task and path planning for multi robot/agent systems
Must-read papers on knowledge graph reasoning
AI Agent that learns how to play Snake with Deep Q-Learning
A collection of multi agent environments based on OpenAI gym.
24,544 repositories in the index in total.
