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 401–425 of 1718 papers

Title	Date	Tasks	Status	Score
Large-Scale Mixed-Traffic and Intersection Control using Multi-agent Reinforcement Learning	Apr 7, 2025	Autonomous DrivingMulti-agent Reinforcement Learning	CodeCode Available	5
Learning Explicit Credit Assignment for Cooperative Multi-Agent Reinforcement Learning via Polarization Policy Gradient	Oct 10, 2022	Multi-agent Reinforcement Learningreinforcement-learning	CodeCode Available	5
Cooperative Patrol Routing: Optimizing Urban Crime Surveillance through Multi-Agent Reinforcement Learning	Jan 14, 2025	Multi-agent Reinforcement Learning	CodeCode Available	5
Multi-lingual agents through multi-headed neural networks	Nov 22, 2021	Continual LearningMulti-agent Reinforcement Learning	CodeCode Available	5
Investigating the Impact of Direct Punishment on the Emergence of Cooperation in Multi-Agent Reinforcement Learning Systems	Jan 19, 2023	Multi-agent Reinforcement LearningNavigate	CodeCode Available	5
IQ-Flow: Mechanism Design for Inducing Cooperative Behavior to Self-Interested Agents in Sequential Social Dilemmas	Feb 28, 2023	Multi-agent Reinforcement Learning	CodeCode Available	5
Investigating Relational State Abstraction in Collaborative MARL	Dec 19, 2024	Graph Neural NetworkMulti-agent Reinforcement Learning	CodeCode Available	5
Novelty-Guided Data Reuse for Efficient and Diversified Multi-Agent Reinforcement Learning	Dec 20, 2024	DiversityMulti-agent Reinforcement Learning	CodeCode Available	5
Iterated Reasoning with Mutual Information in Cooperative and Byzantine Decentralized Teaming	Jan 20, 2022	Decision MakingMulti-agent Reinforcement Learning	CodeCode Available	5
Learning Distributed and Fair Policies for Network Load Balancing as Markov Potential Game	Jun 3, 2022	FairnessManagement	CodeCode Available	5
Cooperative multi-agent reinforcement learning for high-dimensional nonequilibrium control	Nov 12, 2021	Multi-agent Reinforcement Learningreinforcement-learning	CodeCode Available	5
Inferring Latent Temporal Sparse Coordination Graph for Multi-Agent Reinforcement Learning	Mar 28, 2024	Graph LearningMulti-agent Reinforcement Learning	CodeCode Available	5
Information State Embedding in Partially Observable Cooperative Multi-Agent Reinforcement Learning	Apr 2, 2020	Multi-agent Reinforcement Learningreinforcement-learning	CodeCode Available	5
Independent Learning in Constrained Markov Potential Games	Feb 27, 2024	Multi-agent Reinforcement Learning	CodeCode Available	5
Classifying Ambiguous Identities in Hidden-Role Stochastic Games with Multi-Agent Reinforcement Learning	Oct 24, 2022	Multi-agent Reinforcement Learningreinforcement-learning	CodeCode Available	5
Communicating via Markov Decision Processes	Jul 17, 2021	Multi-agent Reinforcement Learning	CodeCode Available	5
Homogeneous Learning: Self-Attention Decentralized Deep Learning	Oct 11, 2021	Deep LearningFederated Learning	CodeCode Available	5
Cooperative Artificial Intelligence	Feb 20, 2022	Multi-agent Reinforcement LearningNavigate	CodeCode Available	5
A Structured Prediction Approach for Generalization in Cooperative Multi-Agent Reinforcement Learning	Oct 19, 2019	Multi-agent Reinforcement Learningreinforcement-learning	CodeCode Available	5
Cooperative and Asynchronous Transformer-based Mission Planning for Heterogeneous Teams of Mobile Robots	Oct 8, 2024	Decision MakingMulti-agent Reinforcement Learning	CodeCode Available	5
Hierarchical Cooperative Multi-Agent Reinforcement Learning with Skill Discovery	Dec 7, 2019	Multi-agent Reinforcement LearningQ-Learning	CodeCode Available	5
Cooperation Dynamics in Multi-Agent Systems: Exploring Game-Theoretic Scenarios with Mean-Field Equilibria	Sep 28, 2023	Multi-agent Reinforcement Learning	CodeCode Available	5
Adaptive and Robust DBSCAN with Multi-agent Reinforcement Learning	May 7, 2025	ClusteringDeep Reinforcement Learning	CodeCode Available	5
Reinforcement Learning from Hierarchical Critics	Feb 8, 2019	Multi-agent Reinforcement Learningreinforcement-learning	CodeCode Available	5
Health-Informed Policy Gradients for Multi-Agent Reinforcement Learning	Aug 2, 2019	Multi-agent Reinforcement LearningPolicy Gradient Methods	CodeCode Available	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