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.

Source: Show, Describe and Conclude: On Exploiting the Structure Information of Chest X-Ray Reports

Papers

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Showing 26–50 of 1718 papers

Title	Date	Tasks	Status	Hype
JaxMARL: Multi-Agent RL Environments and Algorithms in JAX	Nov 16, 2023	CPUGPU	CodeCode Available	2
ZSC-Eval: An Evaluation Toolkit and Benchmark for Multi-agent Zero-shot Coordination	Oct 8, 2023	DiversityMulti-agent Reinforcement Learning	CodeCode Available	2
Maximum Entropy Heterogeneous-Agent Reinforcement Learning	Jun 19, 2023	MuJoCoMulti-agent Reinforcement Learning	CodeCode Available	2
Heterogeneous-Agent Reinforcement Learning	Apr 19, 2023	LEMMAMulti-agent Reinforcement Learning	CodeCode Available	2
Off-the-Grid MARL: Datasets with Baselines for Offline Multi-Agent Reinforcement Learning	Feb 1, 2023	Multi-agent Reinforcement Learningreinforcement-learning	CodeCode Available	2
Heterogeneous Multi-Robot Reinforcement Learning	Jan 17, 2023	Graph Neural NetworkMulti-agent Reinforcement Learning	CodeCode Available	2
SMACv2: An Improved Benchmark for Cooperative Multi-Agent Reinforcement Learning	Dec 14, 2022	Multi-agent Reinforcement Learningreinforcement-learning	CodeCode Available	2
ACE: Cooperative Multi-agent Q-learning with Bidirectional Action-Dependency	Nov 29, 2022	Decision MakingMulti-agent Reinforcement Learning	CodeCode Available	2
Pareto Actor-Critic for Equilibrium Selection in Multi-Agent Reinforcement Learning	Sep 28, 2022	Graph Neural NetworkMulti-agent Reinforcement Learning	CodeCode Available	2
Deep Reinforcement Learning for Multi-Agent Interaction	Aug 2, 2022	BIG-bench Machine LearningCausal Inference	CodeCode Available	2
VMAS: A Vectorized Multi-Agent Simulator for Collective Robot Learning	Jul 7, 2022	BenchmarkingMulti-agent Reinforcement Learning	CodeCode Available	2
Multi-Agent Reinforcement Learning is a Sequence Modeling Problem	May 30, 2022	Decision MakingMuJoCo	CodeCode Available	2
Coordinate-Aligned Multi-Camera Collaboration for Active Multi-Object Tracking	Feb 22, 2022	Multi-agent Reinforcement LearningMulti-Object Tracking	CodeCode Available	2
MetaDrive: Composing Diverse Driving Scenarios for Generalizable Reinforcement Learning	Sep 26, 2021	BenchmarkingDecision Making	CodeCode Available	2
DouZero: Mastering DouDizhu with Self-Play Deep Reinforcement Learning	Jun 11, 2021	Card GamesDeep Reinforcement Learning	CodeCode Available	2
Learning to Fly -- a Gym Environment with PyBullet Physics for Reinforcement Learning of Multi-agent Quadcopter Control	Mar 3, 2021	BenchmarkingMulti-agent Reinforcement Learning	CodeCode Available	2
Emergent Reciprocity and Team Formation from Randomized Uncertain Social Preferences	Nov 10, 2020	Multi-agent Reinforcement Learning	CodeCode Available	2
SMARTS: Scalable Multi-Agent Reinforcement Learning Training School for Autonomous Driving	Oct 19, 2020	Autonomous DrivingMulti-agent Reinforcement Learning	CodeCode Available	2
PettingZoo: Gym for Multi-Agent Reinforcement Learning	Sep 30, 2020	Multi-agent Reinforcement Learningreinforcement-learning	CodeCode Available	2
Monotonic Value Function Factorisation for Deep Multi-Agent Reinforcement Learning	Mar 19, 2020	Multi-agent Reinforcement Learningreinforcement-learning	CodeCode Available	2
The Decrypto Benchmark for Multi-Agent Reasoning and Theory of Mind	Jun 25, 2025	Multi-agent Reinforcement LearningNavigate	CodeCode Available	1
Chasing Moving Targets with Online Self-Play Reinforcement Learning for Safer Language Models	Jun 9, 2025	Multi-agent Reinforcement LearningSafety Alignment	CodeCode Available	1
Curriculum Learning With Counterfactual Group Relative Policy Advantage For Multi-Agent Reinforcement Learning	Jun 9, 2025	counterfactualMulti-agent Reinforcement Learning	CodeCode Available	1
Sorrel: A simple and flexible framework for multi-agent reinforcement learning	May 30, 2025	Multi-agent Reinforcement LearningPhilosophy	CodeCode Available	1
JaxRobotarium: Training and Deploying Multi-Robot Policies in 10 Minutes	May 10, 2025	BenchmarkingGPU	CodeCode Available	1

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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