Top 11 multiagent-reinforcement-learning Open-Source Projects

DI-engine

3 2,634 8.7 Python

OpenDILab Decision AI Engine
PettingZoo

19 2,406 8.6 Python

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

Project mention: CartPole equivalent enviroments in MARL? | /r/reinforcementlearning | 2023-11-08

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meltingpot

4 544 8.7 Python

A suite of test scenarios for multi-agent reinforcement learning.
warp-drive

1 436 8.1 Python

Extremely Fast End-to-End Deep Multi-Agent Reinforcement Learning Framework on a GPU (JMLR 2022)
gym-multigrid

1 185 0.0 Python

Lightweight multi-agent gridworld Gym environment
PantheonRL

2 117 5.0 Python

PantheonRL is a package for training and testing multi-agent reinforcement learning environments. PantheonRL supports cross-play, fine-tuning, ad-hoc coordination, and more.
TotalWarSimulator

2 57 0.0 C#

Total War Battle simulator for AI research
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Emergent-Multiagent-Strategies

1 38 0.0 Python

Emergence of complex strategies through multiagent competition
R-NaD

1 30 4.7 Python

Experimentation with Regularized Nash Dynamics on a GPU accelerated game
cage-challenge-4

1 26 7.8 Python

The TTCP CAGE Challenges are a series of public challenges instigated to foster the development of autonomous cyber defensive agents. This CAGE Challenge 4 (CC4) returns to a defence industry enterprise environment, and introduces a Multi-Agent Reinforcement Learning (MARL) scenario.

Project mention: TTCP CAGE Challenge 4: autonomous cyber defensive agents | news.ycombinator.com | 2024-05-03

Simple-MADRL-Chess

1 10 7.2 Python

MADRL project solving chess environment using PPO with two different methods: 2 agents/networks and a single agent/network.

NOTE: The open source projects on this list are ordered by number of github stars. The number of mentions indicates repo mentiontions in the last 12 Months or since we started tracking (Dec 2020).

multiagent-reinforcement-learning related posts

Anyone have experience with DI-Engine?

1 project | /r/reinforcementlearning | 4 May 2023
Multi-Agent Stable Baselines

2 projects | /r/reinforcementlearning | 2 Feb 2023
Policy for each of multi-agents in RL

2 projects | /r/reinforcementlearning | 11 Jan 2023
Melting Pot – A suite of test scenarios for multi-agent reinforcement learning

1 project | news.ycombinator.com | 25 Nov 2022
Who can watch this and still think it makes sense to spend another $60 on Total Warhammer III? It showcases everything from the absurdity of single model units to the complete lack of tactics or formations on the part of the AI.

1 project | /r/Volound | 5 May 2021
Build It Ourselves

1 project | /r/Volound | 11 Mar 2021
A note from our sponsor - SaaSHub
www.saashub.com | 28 May 2024

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Index

What are some of the best open-source multiagent-reinforcement-learning projects? This list will help you:

	Project	Stars
1	DI-engine	2,634
2	PettingZoo	2,406
3	meltingpot	544
4	warp-drive	436
5	gym-multigrid	185
6	PantheonRL	117
7	TotalWarSimulator	57
8	Emergent-Multiagent-Strategies	38
9	R-NaD	30
10	cage-challenge-4	26
11	Simple-MADRL-Chess	10