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 201–225 of 1718 papers

Title	Date	Tasks	Status	Hype	Score
Lenient Multi-Agent Deep Reinforcement Learning	Jul 14, 2017	Deep Reinforcement LearningMulti-agent Reinforcement Learning	CodeCode Available	1	5
"Other-Play" for Zero-Shot Coordination	Mar 6, 2020	Multi-agent Reinforcement LearningReinforcement Learning	CodeCode Available	1	5
FoX: Formation-aware exploration in multi-agent reinforcement learning	Aug 22, 2023	Multi-agent Reinforcement Learningreinforcement-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
Fully Decentralized Multi-Agent Reinforcement Learning with Networked Agents	Feb 23, 2018	Multi-agent Reinforcement Learningreinforcement-learning	CodeCode Available	1	5
Learning Scalable Multi-Agent Coordination by Spatial Differentiation for Traffic Signal Control	Feb 27, 2020	Deep Reinforcement LearningGraph Attention	CodeCode Available	1	5
CityLearn: Standardizing Research in Multi-Agent Reinforcement Learning for Demand Response and Urban Energy Management	Dec 18, 2020	energy managementManagement	CodeCode Available	1	5
Learning Individually Inferred Communication for Multi-Agent Cooperation	Jun 11, 2020	Causal InferenceMulti-agent Reinforcement Learning	CodeCode Available	1	5
Group-Aware Coordination Graph for Multi-Agent Reinforcement Learning	Apr 17, 2024	Decision MakingMulti-agent Reinforcement Learning	CodeCode Available	1	5
Graph Convolutional Value Decomposition in Multi-Agent Reinforcement Learning	Oct 9, 2020	Deep Reinforcement LearningMulti-agent Reinforcement Learning	CodeCode Available	1	5
PowerGridworld: A Framework for Multi-Agent Reinforcement Learning in Power Systems	Nov 10, 2021	Multi-agent Reinforcement Learningreinforcement-learning	CodeCode Available	1	5
Progression Cognition Reinforcement Learning with Prioritized Experience for Multi-Vehicle Pursuit	Jun 8, 2023	Multi-agent Reinforcement Learningreinforcement-learning	CodeCode Available	1	5
PyTSC: A Unified Platform for Multi-Agent Reinforcement Learning in Traffic Signal Control	Oct 23, 2024	ManagementMulti-agent Reinforcement Learning	CodeCode Available	1	5
Learning a Decentralized Multi-arm Motion Planner	Nov 5, 2020	Motion PlanningMulti-agent Reinforcement 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
Hierarchical Multi-Agent Reinforcement Learning for Air Combat Maneuvering	Sep 20, 2023	Decision MakingMulti-agent Reinforcement Learning	CodeCode Available	1	5
CAMMARL: Conformal Action Modeling in Multi Agent Reinforcement Learning	Jun 19, 2023	Conformal PredictionDecision Making	CodeCode Available	1	5
CAMP: Collaborative Attention Model with Profiles for Vehicle Routing Problems	Jan 6, 2025	Computational EfficiencyMulti-agent Reinforcement 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
HyperMARL: Adaptive Hypernetworks for Multi-Agent RL	Dec 5, 2024	DiversityMulti-agent Reinforcement Learning	CodeCode Available	1	5
Reconfigurable Intelligent Surface Assisted VEC Based on Multi-Agent Reinforcement Learning	Jun 17, 2024	Deep Reinforcement LearningEdge-computing	CodeCode Available	1	5
Learning Multi-Agent Communication through Structured Attentive Reasoning	Dec 1, 2020	Decision MakingDeep Reinforcement Learning	CodeCode Available	1	5
Context-aware Communication for Multi-agent Reinforcement Learning	Dec 25, 2023	Multi-agent Reinforcement LearningQuantization	CodeCode Available	1	5
IG-RL: Inductive Graph Reinforcement Learning for Massive-Scale Traffic Signal Control	Mar 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

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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