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

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 701–725 of 1718 papers

Title	Date	Tasks	Status	Hype
SMAClite: A Lightweight Environment for Multi-Agent Reinforcement Learning	May 9, 2023	Multi-agent Reinforcement Learningreinforcement-learning	CodeCode Available	1
Communication-Robust Multi-Agent Learning by Adaptable Auxiliary Multi-Agent Adversary Generation	May 9, 2023	Multi-agent Reinforcement Learning	—Unverified	0
Information Design in Multi-Agent Reinforcement Learning	May 8, 2023	Multi-agent Reinforcement Learningreinforcement-learning	CodeCode Available	1
Local Optimization Achieves Global Optimality in Multi-Agent Reinforcement Learning	May 8, 2023	LEMMAMulti-agent Reinforcement Learning	CodeCode Available	0
Multi-agent Continual Coordination via Progressive Task Contextualization	May 7, 2023	Continual LearningMulti-agent Reinforcement Learning	—Unverified	0
Stackelberg Games for Learning Emergent Behaviors During Competitive Autocurricula	May 4, 2023	Multi-agent Reinforcement Learning	—Unverified	0
Human Machine Co-adaption Interface via Cooperation Markov Decision Process System	May 3, 2023	Model-based Reinforcement LearningMulti-agent Reinforcement Learning	—Unverified	0
System Neural Diversity: Measuring Behavioral Heterogeneity in Multi-Agent Learning	May 3, 2023	DiversityMulti-agent Reinforcement Learning	CodeCode Available	1
On the Complexity of Multi-Agent Decision Making: From Learning in Games to Partial Monitoring	May 1, 2023	Decision MakingMulti-agent Reinforcement Learning	—Unverified	0
Centralized control for multi-agent RL in a complex Real-Time-Strategy game	Apr 25, 2023	Multi-agent Reinforcement Learning	CodeCode Available	0
SEA: A Spatially Explicit Architecture for Multi-Agent Reinforcement Learning	Apr 25, 2023	DecoderMulti-agent Reinforcement Learning	—Unverified	0
Partially Observable Mean Field Multi-Agent Reinforcement Learning Based on Graph-Attention	Apr 25, 2023	Graph AttentionMulti-agent Reinforcement Learning	CodeCode Available	0
Stubborn: An Environment for Evaluating Stubbornness between Agents with Aligned Incentives	Apr 24, 2023	Multi-agent Reinforcement Learning	CodeCode Available	0
SocialLight: Distributed Cooperation Learning towards Network-Wide Traffic Signal Control	Apr 20, 2023	counterfactualCounterfactual Reasoning	—Unverified	0
Inducing Stackelberg Equilibrium through Spatio-Temporal Sequential Decision-Making in Multi-Agent Reinforcement Learning	Apr 20, 2023	Decision MakingMulti-agent Reinforcement Learning	—Unverified	0
Interpretability for Conditional Coordinated Behavior in Multi-Agent Reinforcement Learning	Apr 20, 2023	Decision MakingMulti-agent Reinforcement Learning	—Unverified	0
Mastering Asymmetrical Multiplayer Game with Multi-Agent Asymmetric-Evolution Reinforcement Learning	Apr 20, 2023	Multi-agent Reinforcement Learningreinforcement-learning	—Unverified	0
Heterogeneous-Agent Reinforcement Learning	Apr 19, 2023	LEMMAMulti-agent Reinforcement Learning	CodeCode Available	2
Graph Exploration for Effective Multi-agent Q-Learning	Apr 19, 2023	Multi-agent Reinforcement LearningQ-Learning	—Unverified	0
Cooperative Multi-Agent Reinforcement Learning for Inventory Management	Apr 18, 2023	GPUManagement	—Unverified	0
Sustainable AIGC Workload Scheduling of Geo-Distributed Data Centers: A Multi-Agent Reinforcement Learning Approach	Apr 17, 2023	GPUMulti-agent Reinforcement Learning	—Unverified	0
STAS: Spatial-Temporal Return Decomposition for Multi-agent Reinforcement Learning	Apr 15, 2023	Multi-agent Reinforcement Learningreinforcement-learning	CodeCode Available	1
Language Instructed Reinforcement Learning for Human-AI Coordination	Apr 13, 2023	Multi-agent Reinforcement Learningreinforcement-learning	CodeCode Available	1
Model-based Dynamic Shielding for Safe and Efficient Multi-Agent Reinforcement Learning	Apr 13, 2023	Multi-agent Reinforcement Learningreinforcement-learning	—Unverified	0
Multi-agent Policy Reciprocity with Theoretical Guarantee	Apr 12, 2023	continuous-controlContinuous Control	—Unverified	0

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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