Multi-agent Reinforcement Learning

The target of Multi-agent Reinforcement Learning is to solve complex problems by integrating multiple agents that focus on different sub-tasks. In general, there are two types of multi-agent systems: independent and cooperative systems.

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Papers

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Showing 226–250 of 1718 papers

Title	Date	Tasks	Status	Hype	Score
CoLight: Learning Network-level Cooperation for Traffic Signal Control	May 11, 2019	Multi-agent Reinforcement LearningReinforcement Learning	CodeCode Available	1	5
An Extended Benchmarking of Multi-Agent Reinforcement Learning Algorithms in Complex Fully Cooperative Tasks	Feb 7, 2025	BenchmarkingMulti-agent Reinforcement Learning	CodeCode Available	1	5
Sample Factory: Egocentric 3D Control from Pixels at 100000 FPS with Asynchronous Reinforcement Learning	Jun 21, 2020	FPS GamesGeneral Reinforcement Learning	CodeCode Available	1	5
C-COMA: A CONTINUAL REINFORCEMENT LEARNING MODEL FOR DYNAMIC MULTIAGENT ENVIRONMENTS	Apr 5, 2021	Continual LearningMulti-agent Reinforcement Learning	CodeCode Available	1	5
Celebrating Diversity in Shared Multi-Agent Reinforcement Learning	Jun 4, 2021	DiversityMulti-agent Reinforcement Learning	CodeCode Available	1	5
Is Independent Learning All You Need in the StarCraft Multi-Agent Challenge?	Nov 18, 2020	AllMulti-agent Reinforcement Learning	CodeCode Available	1	5
Is Machine Learning Ready for Traffic Engineering Optimization?	Sep 3, 2021	BIG-bench Machine LearningMulti-agent Reinforcement Learning	CodeCode Available	1	5
Coevolving with the Other You: Fine-Tuning LLM with Sequential Cooperative Multi-Agent Reinforcement Learning	Oct 8, 2024	GSM8KMulti-agent Reinforcement Learning	CodeCode Available	1	5
Scalable Reinforcement Learning Policies for Multi-Agent Control	Nov 16, 2020	Multi-agent Reinforcement Learningreinforcement-learning	CodeCode Available	1	5
Kaleidoscope: Learnable Masks for Heterogeneous Multi-agent Reinforcement Learning	Oct 11, 2024	DiversityMuJoCo	CodeCode Available	1	5
Language Instructed Reinforcement Learning for Human-AI Coordination	Apr 13, 2023	Multi-agent Reinforcement Learningreinforcement-learning	CodeCode Available	1	5
Laser Learning Environment: A new environment for coordination-critical multi-agent tasks	Apr 4, 2024	Multi-agent Reinforcement LearningQ-Learning	CodeCode Available	1	5
Self-Supervised Neuron Segmentation with Multi-Agent Reinforcement Learning	Oct 6, 2023	Multi-agent Reinforcement Learningreinforcement-learning	CodeCode Available	1	5
A Constrained Multi-Agent Reinforcement Learning Approach to Autonomous Traffic Signal Control	Mar 30, 2025	FairnessMulti-agent Reinforcement Learning	CodeCode Available	1	5
Learning Implicit Credit Assignment for Cooperative Multi-Agent Reinforcement Learning	Jul 6, 2020	Multi-agent Reinforcement Learningreinforcement-learning	CodeCode Available	1	5
Chasing Moving Targets with Online Self-Play Reinforcement Learning for Safer Language Models	Jun 9, 2025	Multi-agent Reinforcement LearningSafety Alignment	CodeCode Available	1	5
Collaborating with Humans without Human Data	Oct 15, 2021	Multi-agent Reinforcement Learning	CodeCode Available	1	5
Coach-Player Multi-Agent Reinforcement Learning for Dynamic Team Composition	May 18, 2021	Multi-agent Reinforcement Learningreinforcement-learning	CodeCode Available	1	5
Learning Fair Policies in Decentralized Cooperative Multi-Agent Reinforcement Learning	Dec 17, 2020	FairnessMulti-agent Reinforcement Learning	CodeCode Available	1	5
A Cooperative Multi-Agent Reinforcement Learning Framework for Resource Balancing in Complex Logistics Network	Mar 2, 2019	Combinatorial OptimizationManagement	CodeCode Available	1	5
A game-theoretic analysis of networked system control for common-pool resource management using multi-agent reinforcement learning	Oct 15, 2020	ManagementMulti-agent Reinforcement Learning	CodeCode Available	1	5
A Game-Theoretic Approach to Multi-Agent Trust Region Optimization	Jun 12, 2021	Atari GamesMuJoCo	CodeCode Available	1	5
Learning Individually Inferred Communication for Multi-Agent Cooperation	Jun 11, 2020	Causal InferenceMulti-agent Reinforcement Learning	CodeCode Available	1	5
Learning Task Embeddings for Teamwork Adaptation in Multi-Agent Reinforcement Learning	Jul 5, 2022	DecoderMulti-agent Reinforcement Learning	CodeCode Available	1	5
Collaborative Visual Navigation	Jul 2, 2021	Multi-agent Reinforcement LearningNavigate	CodeCode Available	1	5

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All datasets ParticleEnvs Cooperative Communication SMAC-Exp UAV Logistics

Benchmark Results

#	Model	Metric	Claimed	Verified	Status
1	MATD3	final agent reward	-14	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	DRIMA	Median Win Rate	15	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	Fusion-Multi-Actor-Attention-Critic	Average Reward	39	—	Unverified