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 51–100 of 1718 papers

Title	Date	Tasks	Status	Hype	Score
Cooperative Multi-Agent Reinforcement Learning with Sequential Credit Assignment	May 21, 2021	counterfactualMulti-agent Reinforcement Learning	CodeCode Available	1	5
Coordinated Exploration via Intrinsic Rewards for Multi-Agent Reinforcement Learning	May 28, 2019	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
Contrastive Identity-Aware Learning for Multi-Agent Value Decomposition	Nov 23, 2022	Contrastive LearningDiversity	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
Context-aware Communication for Multi-agent Reinforcement Learning	Dec 25, 2023	Multi-agent Reinforcement LearningQuantization	CodeCode Available	1	5
A coevolutionary approach to deep multi-agent reinforcement learning	Apr 12, 2021	Atari GamesDecision Making	CodeCode Available	1	5
HAD-Gen: Human-like and Diverse Driving Behavior Modeling for Controllable Scenario Generation	Mar 19, 2025	Autonomous VehiclesImitation Learning	CodeCode Available	1	5
Controlling Behavioral Diversity in Multi-Agent Reinforcement Learning	May 23, 2024	DiversityMulti-agent Reinforcement Learning	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
A Cooperative-Competitive Multi-Agent Framework for Auto-bidding in Online Advertising	Jun 11, 2021	Multi-agent Reinforcement Learning	CodeCode Available	1	5
Formal Contracts Mitigate Social Dilemmas in Multi-Agent RL	Aug 22, 2022	ManagementMulti-agent Reinforcement Learning	CodeCode Available	1	5
Exponential Topology-enabled Scalable Communication in Multi-agent Reinforcement Learning	Feb 27, 2025	Multi-agent Reinforcement Learning	CodeCode Available	1	5
Evolutionary Population Curriculum for Scaling Multi-Agent Reinforcement Learning	Mar 23, 2020	Multi-agent Reinforcement Learningreinforcement-learning	CodeCode Available	1	5
Fleet Rebalancing for Expanding Shared e-Mobility Systems: A Multi-agent Deep Reinforcement Learning Approach	Nov 11, 2022	Deep Reinforcement LearningMulti-agent Reinforcement Learning	CodeCode Available	1	5
Counterfactual Conservative Q Learning for Offline Multi-agent Reinforcement Learning	Sep 22, 2023	counterfactualMulti-agent Reinforcement Learning	CodeCode Available	1	5
Communicative Reinforcement Learning Agents for Landmark Detection in Brain Images	Aug 18, 2020	Multi-agent Reinforcement Learningreinforcement-learning	CodeCode Available	1	5
Environmental effects on emergent strategy in micro-scale multi-agent reinforcement learning	Jul 3, 2023	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
Graph Convolutional Value Decomposition in Multi-Agent Reinforcement Learning	Oct 9, 2020	Deep Reinforcement LearningMulti-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
ELIGN: Expectation Alignment as a Multi-Agent Intrinsic Reward	Oct 9, 2022	Multi-agent Reinforcement Learning	CodeCode Available	1	5
ACE-HGNN: Adaptive Curvature Exploration Hyperbolic Graph Neural Network	Oct 15, 2021	Graph LearningGraph Neural Network	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
Effective Multi-Agent Deep Reinforcement Learning Control with Relative Entropy Regularization	Sep 26, 2023	Deep Reinforcement 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
Effective control of two-dimensional Rayleigh--Bénard convection: invariant multi-agent reinforcement learning is all you need	Apr 5, 2023	AllDeep Reinforcement Learning	CodeCode Available	1	5
Energy-based Surprise Minimization for Multi-Agent Value Factorization	Sep 16, 2020	Multi-agent Reinforcement LearningQ-Learning	CodeCode Available	1	5
Celebrating Diversity in Shared Multi-Agent Reinforcement Learning	Jun 4, 2021	DiversityMulti-agent Reinforcement Learning	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
Distributed Resource Allocation with Multi-Agent Deep Reinforcement Learning for 5G-V2V Communication	Oct 11, 2020	Deep Reinforcement LearningDistributed Optimization	CodeCode Available	1	5
Beyond Greedy Search: Tracking by Multi-Agent Reinforcement Learning-based Beam Search	May 19, 2022	Decision MakingImage Captioning	CodeCode Available	1	5
CoLight: Learning Network-level Cooperation for Traffic Signal Control	May 11, 2019	Multi-agent Reinforcement LearningReinforcement 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
ALMA: Hierarchical Learning for Composite Multi-Agent Tasks	May 27, 2022	Decision MakingInductive Bias	CodeCode Available	1	5
Randomized Entity-wise Factorization for Multi-Agent Reinforcement Learning	Jun 7, 2020	counterfactualMulti-agent Reinforcement Learning	CodeCode Available	1	5
Believe What You See: Implicit Constraint Approach for Offline Multi-Agent Reinforcement Learning	Jun 7, 2021	Multi-agent Reinforcement LearningOffline RL	CodeCode Available	1	5
A MARL Based Multi-Target Tracking Algorithm Under Jamming Against Radar	Dec 17, 2024	Multi-agent Reinforcement 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
CAMMARL: Conformal Action Modeling in Multi Agent Reinforcement Learning	Jun 19, 2023	Conformal PredictionDecision Making	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
Neural Auto-Curricula	Jun 4, 2021	Multi-agent Reinforcement Learning	CodeCode Available	1	5
Efficient Multi-agent Reinforcement Learning by Planning	May 20, 2024	Computational EfficiencyModel-based Reinforcement Learning	CodeCode Available	1	5
Simplified Action Decoder for Deep Multi-Agent Reinforcement Learning	Dec 4, 2019	DecoderMulti-agent Reinforcement Learning	CodeCode Available	1	5
Collaborative Visual Navigation	Jul 2, 2021	Multi-agent Reinforcement LearningNavigate	CodeCode Available	1	5
Effective and Stable Role-Based Multi-Agent Collaboration by Structural Information Principles	Apr 3, 2023	Multi-agent Reinforcement LearningStarcraft	CodeCode Available	1	5
A multi-agent reinforcement learning model of common-pool resource appropriation	Jul 20, 2017	Deep Reinforcement LearningMulti-agent Reinforcement Learning	CodeCode Available	1	5
Episodic Multi-agent Reinforcement Learning with Curiosity-Driven Exploration	Nov 22, 2021	Efficient ExplorationMulti-agent Reinforcement Learning	CodeCode Available	1	5
Enhancing Cooperation through Selective Interaction and Long-term Experiences in Multi-Agent Reinforcement Learning	May 4, 2024	AttributeMulti-agent Reinforcement Learning	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