Survey papers:
- An Initial Introduction to Cooperative Multi-Agent Reinforcement Learning. Christopher Amato. In arXiv, December 2024. [arXiv]
- An Introduction to Centralized Training for Decentralized Execution in Cooperative Multi-Agent Reinforcement Learning. Christopher Amato. In arXiv, September 2024. [arXiv]
- An Introduction to Decentralized Training and Execution in Cooperative Multi-Agent Reinforcement Learning. Christopher Amato. In arXiv, May 2024. [arXiv]
- A Concise Introduction to
Decentralized POMDPs. Frans A. Oliehoek
and Christopher Amato. SpringerBriefs in Intelligent
Systems, Springer, 2016. [Author
pre-print] [link
to book website] [SpringerLink]
Tutorial slides:
- Tutorial: A Concise Introduction to Cooperative Multi-Agent Reinforcement Learning. AAMAS-25. Christopher Amato and Frans Oliehoek. May 2025.
Overview videos:
- Scalable and Robust Multi-Agent Reinforcement Learning. Microsoft Research Reinforcement Learning Day 2019.[youtube]
- A Short Introduction to Cooperative Multi-Agent Reinforcement Learning. Deep RL Course. Sharif University of Technology. 2025.[youtube]
Papers from the cooperative MARL seminar:
- Optimal Heterogeneity in GPPO: How the Number of
Agent Types Affects Coordination in Multi-Agent
Discovery. Zhifei Yu. December 2025.
[pdf][code]
- Modeling Agent Interactions via Attention,
Equivariance, and Hypergraphs: A Mini-Review in
Multi-Agent Reinforcement Learning. Xiyu Yang. December 2025.
[pdf][code]
- Expanding the JaxMARL Suite of Environments and
Algorithms. Rupali Bhati. December 2025.
[pdf][code]
- Measuring and Benchmarking Exploration Difficulty
in Cooperative MARL. Nichols Crawford Taylor. December 2025.
[pdf][code]
- Is State Enough for QMix and QPLEX? Ethan Rathbun. December 2025.
[pdf][code]
- A Short Survey on Macro-Action Based Multi-Agent Reinforcement Learning. Wo Wei Lin. December 2025. [pdf]
- Learning Decentralized LLM Collaboration
with Centralized Critic. Shuo Liu. December 2025.
[pdf][code]
- Learning Adaptive Communication Intervals in
Attentional Multi-Agent Reinforcement Learning. Saki Imai. December 2025.
[pdf][code]
- Closer LOOk at Emergent Language: Are Communications Grounded?
Asteria Kaeberlein. December 2025.
[pdf][code]
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