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Theohhhu authored Aug 24, 2023
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| :exclamation: News |
|:-----------------------------------------|
| **March 2023** We are excited to announce that a major update has just been released. For detailed version information, please refer to the [version info](https://github.com/Replicable-MARL/MARLlib/releases/tag/1.0.2).|
| **May 2023** Exciting news! MARLlib now supports three more tasks: [MATE](https://marllib.readthedocs.io/en/latest/handbook/env.html#mate), [GoBigger](https://marllib.readthedocs.io/en/latest/handbook/env.html#gobigger), [Overcooked-AI](https://marllib.readthedocs.io/en/latest/handbook/env.html#overcooked-ai). Give them a try!|
| **May 2023 (update)** Supports two more tasks: [MAPDN](https://marllib.readthedocs.io/en/latest/handbook/env.html#power-distribution-networks) and [AirCombat](https://marllib.readthedocs.io/en/latest/handbook/env.html#air-combat). Give them a try!|
| **March 2023** :anchor:We are excited to announce that a major update has just been released. For detailed version information, please refer to the [version info](https://github.com/Replicable-MARL/MARLlib/releases/tag/1.0.2).|
| **May 2023** Exciting news! MARLlib now supports five more tasks: [MATE](https://marllib.readthedocs.io/en/latest/handbook/env.html#mate), [GoBigger](https://marllib.readthedocs.io/en/latest/handbook/env.html#gobigger), [Overcooked-AI](https://marllib.readthedocs.io/en/latest/handbook/env.html#overcooked-ai), [MAPDN](https://marllib.readthedocs.io/en/latest/handbook/env.html#power-distribution-networks), and [AirCombat](https://marllib.readthedocs.io/en/latest/handbook/env.html#air-combat). Give them a try!|
| **June 2023** [OpenAI: Hide and Seek](https://marllib.readthedocs.io/en/latest/handbook/env.html#hide-and-seek) and [SISL](https://marllib.readthedocs.io/en/latest/handbook/env.html#sisl) environments are incorporated into MARLlib.|
| **June 2023 (update)** latest [MAMuJoCo](https://marllib.readthedocs.io/en/latest/handbook/env.html#gymnasium-mamujoco) maintained by *robotics.farama.org* is available on MARLlib.|
| **July 2023** MARLlib supports [Grid Search](https://github.com/Replicable-MARL/MARLlib/blob/rllib_1.8.0_dev/examples/grid_search_usage.py) for finetuning.|

| **Aug 2023** :tada:MARLlib has been accepted for publication in [JMLR](https://www.jmlr.org/).|

**Multi-agent Reinforcement Learning Library ([MARLlib](https://arxiv.org/abs/2210.13708))** is ***a MARL library*** that utilizes [**Ray**](https://github.com/ray-project/ray) and one of its toolkits [**RLlib**](https://github.com/ray-project/ray/tree/master/rllib). It offers a comprehensive platform for developing, training, and testing MARL algorithms across various tasks and environments.

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| [MAPPO Benchmark](https://github.com/marlbenchmark/on-policy) | 4 cooperative | 1 | share + separate | MLP + GRU | :x: |
| [MAlib](https://github.com/sjtu-marl/malib) | 4 self-play | 10 | share + group + separate | MLP + LSTM | [![Documentation Status](https://readthedocs.org/projects/malib/badge/?version=latest)](https://malib.readthedocs.io/en/latest/?badge=latest)
| [EPyMARL](https://github.com/uoe-agents/epymarl)| 4 cooperative | 9 | share + separate | GRU | :x: |
| [HARL](https://github.com/PKU-MARL/HARL)| 8 cooperative | 9 | share + separate | MLP + CNN + GRU | :x: |
| **[MARLlib](https://github.com/Replicable-MARL/MARLlib)** | 17 **no task mode restriction** | 18 | share + group + separate + **customizable** | MLP + CNN + GRU + LSTM | [![Documentation Status](https://readthedocs.org/projects/marllib/badge/?version=latest)](https://marllib.readthedocs.io/en/latest/) |

| Library | Github Stars | Documentation | Issues Open | Activity | Last Update
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| [MAPPO Benchmark](https://github.com/marlbenchmark/on-policy)| [![GitHub stars](https://img.shields.io/github/stars/marlbenchmark/on-policy)](https://github.com/marlbenchmark/on-policy) | :x: | ![GitHub opened issue](https://img.shields.io/github/issues/marlbenchmark/on-policy.svg) | ![GitHub commit-activity](https://img.shields.io/github/commit-activity/y/marlbenchmark/on-policy?label=commit)| ![GitHub last commit](https://img.shields.io/github/last-commit/marlbenchmark/on-policy?label=last%20update)
| [MAlib](https://github.com/sjtu-marl/malib) | [![GitHub stars](https://img.shields.io/github/stars/sjtu-marl/malib)](https://github.com/sjtu-marl/malib) | [![Documentation Status](https://readthedocs.org/projects/malib/badge/?version=latest)](https://malib.readthedocs.io/en/latest/?badge=latest) | ![GitHub opened issue](https://img.shields.io/github/issues/sjtu-marl/malib.svg) | ![GitHub commit-activity](https://img.shields.io/github/commit-activity/y/sjtu-marl/malib?label=commit) | ![GitHub last commit](https://img.shields.io/github/last-commit/sjtu-marl/malib?label=last%20update)
| [EPyMARL](https://github.com/uoe-agents/epymarl)| [![GitHub stars](https://img.shields.io/github/stars/uoe-agents/epymarl)](https://github.com/uoe-agents/epymarl) | :x: | ![GitHub opened issue](https://img.shields.io/github/issues/uoe-agents/epymarl.svg) | ![GitHub commit-activity](https://img.shields.io/github/commit-activity/y/uoe-agents/epymarl?label=commit) | ![GitHub last commit](https://img.shields.io/github/last-commit/uoe-agents/epymarl?label=last%20update)
| [HARL](https://github.com/PKU-MARL/HARL)**\***| [![GitHub stars](https://img.shields.io/github/stars/PKU-MARL/HARL)](https://github.com/PKU-MARL/HARL) | :x: | ![GitHub opened issue](https://img.shields.io/github/issues/PKU-MARL/HARL.svg) | ![GitHub commit-activity](https://img.shields.io/github/commit-activity/y/PKU-MARL/HARL?label=commit) | ![GitHub last commit](https://img.shields.io/github/last-commit/PKU-MARL/HARL?label=last%20update)
| **[MARLlib](https://github.com/Replicable-MARL/MARLlib)** | [![GitHub stars](https://img.shields.io/github/stars/Replicable-MARL/MARLlib)](https://github.com/Replicable-MARL/MARLlib) | [![Documentation Status](https://readthedocs.org/projects/marllib/badge/?version=latest)](https://marllib.readthedocs.io/en/latest/) | ![GitHub opened issue](https://img.shields.io/github/issues/Replicable-MARL/MARLlib.svg) | ![GitHub commit-activity](https://img.shields.io/github/commit-activity/m/Replicable-MARL/MARLlib?label=commit) | ![GitHub last commit](https://img.shields.io/github/last-commit/Replicable-MARL/MARLlib?label=last%20update)


> **_\*_** **HARL** is the latest MARL library that has been recently released:fire:. If cutting-edge MARL algorithms with state-of-the-art performance are your target, HARL is definitely worth [a look](https://github.com/PKU-MARL/HARL)!
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