MARL-Papers  by LantaoYu

Paper list for multi-agent reinforcement learning (MARL)

created 8 years ago
4,460 stars

Top 11.2% on sourcepulse

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Project Summary

This repository is a curated collection of research and review papers on Multi-Agent Reinforcement Learning (MARL), organized by topic and publication date. It serves as a comprehensive resource for researchers and practitioners in the MARL field, offering a structured overview of foundational concepts, algorithms, and applications, particularly in LLMs and robotics.

How It Works

The repository functions as a bibliography, categorizing papers into key areas such as tutorials, reviews, frameworks, and specific research themes like joint action learning, cooperation, security, self-play, communication, and transfer learning. It also highlights MARL applications in Large Language Models (LLMs) and Robotics, providing a temporal and thematic map of the field's evolution.

Quick Start & Requirements

This is a curated list of papers, not a software library. No installation or execution is required.

Highlighted Details

  • Extensive coverage of MARL subfields including coordination, security, self-play, and communication.
  • Dedicated sections for MARL applications in LLMs and Robotics.
  • Papers are sorted chronologically within categories, aiding historical research.
  • Includes seminal works and recent advancements, spanning from 1994 to 2024.

Maintenance & Community

The project welcomes suggestions and pull requests. The sharing principle is for research purposes, with provisions for authors to request paper removal.

Licensing & Compatibility

The repository itself is a collection of links to academic papers. The licensing and usage terms are dictated by the original publishers of the papers.

Limitations & Caveats

This is a passive collection of papers and does not provide code, implementations, or direct access to the research content itself. Users must locate and access the papers through their respective academic channels.

Health Check
Last commit

2 months ago

Responsiveness

Inactive

Pull Requests (30d)
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Issues (30d)
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Star History
144 stars in the last 90 days

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