PettingZoo

Multiagent RL library

A unified API for multi-agent reinforcement learning environments with various game families

An API standard for multi-agent reinforcement learning environments, with popular reference environments and related utilities

GitHub

3k stars
18 watching
414 forks
Language: Python
last commit: 9 days ago
Linked from 2 awesome lists

apigymgymnasiummulti-agent-reinforcement-learningmultiagent-reinforcement-learningreinforcement-learning

Backlinks from these awesome lists:

Related projects:

Repository Description Stars
farama-foundation/gymnasium Develops and compares reinforcement learning algorithms by providing a standard API to communicate between learning algorithms and environments 7,374
farama-foundation/supersuit A collection of small wrapper functions to preprocess reinforcement learning environments. 453
farama-foundation/miniworld A tool for creating and simulating 3D environments for reinforcement learning research 703
farama-foundation/gymnasium-robotics A collection of robotic simulation environments for reinforcement learning 570
farama-foundation/metaworld A collection of robotic environment benchmarks for evaluating meta-reinforcement learning and multi-task learning algorithms. 1,273
farama-foundation/d4rl Provides standardized environments and datasets for offline reinforcement learning training and benchmarking 1,346
farama-foundation/arcade-learning-environment A platform for developing AI agents to play Atari 2600 games 2,178
farama-foundation/chatarena Provides a framework for creating multi-agent language game environments to research autonomous LLMs' social interactions 1,355
farama-foundation/minigrid A collection of grid-world environments for reinforcement learning research 2,122
packtpublishing/hands-on-intelligent-agents-with-openai-gym Teaching software developers to build intelligent agents using deep reinforcement learning and OpenAI Gym 373
farama-foundation/shimmy An API conversion tool for reinforcement learning environments. 138
farama-foundation/minari A Python library for offline reinforcement learning research, providing datasets and utilities. 294
farama-foundation/magent2 A library for creating high-performance environments for training large numbers of competing agents in multi-agent scenarios 229
openai/gym A toolkit for developing and comparing reinforcement learning algorithms using a standardized API to interact with environments. 34,798
mlfoundations/open_flamingo A framework for training large multimodal models to generate text conditioned on images or other text. 3,742