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The Top 23 Multi Agent Reinforcement Learning Open Source Projects

Open source projects categorized as Multi Agent Reinforcement Learning
Categories > Multi Agent Reinforcement Learning
Pettingzoo ⭐ 2,218
An API standard for multi-agent reinforcement learning environments, with popular reference environments and related utilities
dependent packages 34total releases 64most recent commit 3 months agopypi pettingzoo} Downloads
Rl ⭐ 1,658
A modular, primitive-first, python-first PyTorch library for Reinforcement Learning.
dependent packages 5total releases 42most recent commit 3 months agopypi torchrl} Downloads
Marl Algorithms ⭐ 1,298
Implementations of IQL, QMIX, VDN, COMA, QTRAN, MAVEN, CommNet, DyMA-CL, and G2ANet on SMAC, the decentralised micromanagement scenario of StarCraft II
most recent commit 2 years ago
Chatarena ⭐ 1,128
ChatArena (or Chat Arena) is a Multi-Agent Language Game Environments for LLMs. The goal is to develop communication and collaboration capabilities of AIs.
most recent commit 3 months ago
Ai Economist ⭐ 1,022
Foundation is a flexible, modular, and composable framework to model socio-economic behaviors and dynamics with both agents and governments. This framework can be used in conjunction with reinforcement learning to learn optimal economic policies, as done by the AI Economist (https://www.einstein.ai/the-ai-economist).
total releases 13most recent commit 9 months ago
Maro ⭐ 765
Multi-Agent Resource Optimization (MARO) platform is an instance of Reinforcement Learning as a Service (RaaS) for real-world resource optimization problems.
dependent packages 1total releases 28most recent commit 5 months agopypi pymaro} Downloads
Marllib ⭐ 611
One repository is all that is necessary for Multi-agent Reinforcement Learning (MARL)
most recent commit 5 months ago
Mava ⭐ 593
🦁 A research-friendly codebase for fast experimentation of multi-agent reinforcement learning in JAX
most recent commit 3 months ago
Openrl ⭐ 496
Unified Reinforcement Learning Framework
dependent packages 1total releases 23most recent commit 3 months agopypi openrl} Downloads
Agilerl ⭐ 457
Streamlining reinforcement learning with RLOps
most recent commit 3 months ago
Xuance ⭐ 339
XuanCe: A Comprehensive and Unified Deep Reinforcement Learning Library
most recent commit 3 months ago
Accel Brain Code ⭐ 289
The purpose of this repository is to make prototypes as case study in the context of proof of concept(PoC) and research and development(R&D) that I have written in my website. The main research topics are Auto-Encoders in relation to the representation learning, the statistical machine learning for energy-based models, adversarial generation networks(GANs), Deep Reinforcement Learning such as Deep Q-Networks, semi-supervised learning, and neural network language model for natural language proces
dependent packages 2total releases 12most recent commit 4 months agopypi accel-brain-base} Downloads
Di Engine Docs ⭐ 234
DI-engine docs (Chinese and English)
most recent commit 3 months ago
Macad Gym ⭐ 224
Multi-Agent Connected Autonomous Driving (MACAD) Gym environments for Deep RL. Code for the paper presented in the Machine Learning for Autonomous Driving Workshop at NeurIPS 2019:
total releases 4most recent commit a year ago
Vectorizedmultiagentsimulator ⭐ 210
VMAS is a vectorized framework designed for efficient Multi-Agent Reinforcement Learning benchmarking. It is comprised of a vectorized 2D physics engine written in PyTorch and a set of challenging multi-robot scenarios. Additional scenarios can be implemented through a simple and modular interface.
dependent packages 2total releases 20most recent commit 3 months agopypi vmas} Downloads
Learning To Communicate Pytorch ⭐ 187
Learning to Communicate with Deep Multi-Agent Reinforcement Learning in PyTorch
most recent commit 5 years ago
Robotic Warehouse ⭐ 170
Multi-Robot Warehouse (RWARE): A multi-agent reinforcement learning environment
total releases 3most recent commit a year ago
Multi Agent Reinforcement Learning ⭐ 127
PyTorch implements multi-agent reinforcement learning algorithms, including QMIX, Independent PPO, Centralized PPO, Grid Wise Control, Grid Wise Control+PPO, Grid Wise Control+DDPG.
most recent commit 6 months ago
Benchmarl ⭐ 115
A collection of MARL benchmarks based on TorchRL
most recent commit 3 months ago
Ace ⭐ 113
[AAAI 2023] Official PyTorch implementation of paper "ACE: Cooperative Multi-agent Q-learning with Bidirectional Action-Dependency".
most recent commit a year ago
Simulator ⭐ 101
Efficient Large-Scale Fleet Management via Multi-Agent Deep Reinforcement Learning
most recent commit 5 years ago
Tikick ⭐ 95
Learning-based agent for Google Research Football (足球游戏智能体)
most recent commit a year ago
Mapdn ⭐ 93
This repository is for an open-source environment for multi-agent active voltage control on power distribution networks (MAPDN).
most recent commit a year ago
The 6 Most Depended On Multi Agent Reinforcement Learning Open Source Projects
Pettingzoo ⭐ 2,218
An API standard for multi-agent reinforcement learning environments, with popular reference environments and related utilities
dependent packages 34total releases 64latest release November 16, 2023most recent commit 3 months agopypi pettingzoo} Downloads
Rl ⭐ 1,658
A modular, primitive-first, python-first PyTorch library for Reinforcement Learning.
dependent packages 5total releases 42latest release October 25, 2023most recent commit 3 months agopypi torchrl} Downloads
Openrl ⭐ 496
Unified Reinforcement Learning Framework
dependent packages 1total releases 23latest release October 27, 2023most recent commit 3 months agopypi openrl} Downloads
The 10 Latest Releases In Multi Agent Reinforcement Learning Open Source Projects
Pettingzoo ⭐ 2,218
An API standard for multi-agent reinforcement learning environments, with popular reference environments and related utilities
dependent packages 34total releases 64latest release November 16, 2023most recent commit 3 months agopypi pettingzoo} Downloads
Redco ⭐ 35
MLSys Workshop NeurIPS 2023 - Redco: A Lightweight Tool to Automate Distributed Training and Inference
total releases 11latest release November 08, 2023most recent commit 3 months ago
Openrl ⭐ 496
Unified Reinforcement Learning Framework
dependent packages 1total releases 23latest release October 27, 2023most recent commit 3 months agopypi openrl} Downloads
Rl ⭐ 1,658
A modular, primitive-first, python-first PyTorch library for Reinforcement Learning.
dependent packages 5total releases 42latest release October 25, 2023most recent commit 3 months agopypi torchrl} Downloads
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