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

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 476–500 of 1718 papers

Title	Date	Tasks	Status	Score
GOV-REK: Governed Reward Engineering Kernels for Designing Robust Multi-Agent Reinforcement Learning Systems	Apr 1, 2024	Multi-agent Reinforcement Learning	CodeCode Available	5
Heterogeneous Multi-Agent Reinforcement Learning via Mirror Descent Policy Optimization	Aug 13, 2023	LEMMAMuJoCo	CodeCode Available	5
Fully Independent Communication in Multi-Agent Reinforcement Learning	Jan 26, 2024	Multi-agent Reinforcement Learningreinforcement-learning	CodeCode Available	5
Arena: a toolkit for Multi-Agent Reinforcement Learning	Jul 20, 2019	Multi-agent Reinforcement LearningOpenAI Gym	CodeCode Available	5
Arena: A General Evaluation Platform and Building Toolkit for Multi-Agent Intelligence	May 17, 2019	Multi-agent Reinforcement LearningReinforcement Learning	CodeCode Available	5
Generalising Multi-Agent Cooperation through Task-Agnostic Communication	Mar 11, 2024	Multi-agent Reinforcement Learning	CodeCode Available	5
FedMRL: Data Heterogeneity Aware Federated Multi-agent Deep Reinforcement Learning for Medical Imaging	Jul 8, 2024	Deep Reinforcement LearningFairness	CodeCode Available	5
Finding Friend and Foe in Multi-Agent Games	Jun 5, 2019	counterfactualMulti-agent Reinforcement Learning	CodeCode Available	5
EXPODE: EXploiting POlicy Discrepancy for Efficient Exploration in Multi-agent Reinforcement Learning	May 30, 2023	Efficient ExplorationMulti-agent Reinforcement Learning	CodeCode Available	5
An Organizationally-Oriented Approach to Enhancing Explainability and Control in Multi-Agent Reinforcement Learning	Mar 30, 2025	Multi-agent Reinforcement Learning	CodeCode Available	5
Extended Markov Games to Learn Multiple Tasks in Multi-Agent Reinforcement Learning	Feb 14, 2020	Multi-agent Reinforcement Learningreinforcement-learning	CodeCode Available	5
Generalizable Agent Modeling for Agent Collaboration-Competition Adaptation with Multi-Retrieval and Dynamic Generation	Jun 20, 2025	Multi-agent Reinforcement LearningSMAC	CodeCode Available	5
Heterogeneous Multi-agent Zero-Shot Coordination by Coevolution	Aug 9, 2022	Multi-agent Reinforcement Learning	CodeCode Available	5
A Regularized Opponent Model with Maximum Entropy Objective	May 17, 2019	modelMulti-agent Reinforcement Learning	CodeCode Available	5
Evolution of Societies via Reinforcement Learning	Oct 22, 2024	Multi-agent Reinforcement Learningreinforcement-learning	CodeCode Available	5
eQMARL: Entangled Quantum Multi-Agent Reinforcement Learning for Distributed Cooperation over Quantum Channels	May 24, 2024	Multi-agent Reinforcement Learning	CodeCode Available	5
Effects of Spectral Normalization in Multi-agent Reinforcement Learning	Dec 10, 2022	Multi-agent Reinforcement Learningreinforcement-learning	CodeCode Available	5
Multi-agent reinforcement learning for the control of three-dimensional Rayleigh-Bénard convection	Jul 31, 2024	Deep Reinforcement LearningMulti-agent Reinforcement Learning	CodeCode Available	5
Learning to Play General-Sum Games Against Multiple Boundedly Rational Agents	Jun 10, 2021	Decision MakingMulti-agent Reinforcement Learning	CodeCode Available	5
Expert-Free Online Transfer Learning in Multi-Agent Reinforcement Learning	Jan 26, 2025	Multi-agent Reinforcement Learningreinforcement-learning	CodeCode Available	5
A Generalist Hanabi Agent	Mar 17, 2025	Multi-agent Reinforcement Learning	CodeCode Available	5
CoMIX: A Multi-agent Reinforcement Learning Training Architecture for Efficient Decentralized Coordination and Independent Decision-Making	Aug 21, 2023	Decision MakingMulti-agent Reinforcement Learning	CodeCode Available	5
Towards Robust Multi-UAV Collaboration: MARL with Noise-Resilient Communication and Attention Mechanisms	Mar 4, 2025	counterfactualDecision Making	CodeCode Available	5
Enhancing Language Multi-Agent Learning with Multi-Agent Credit Re-Assignment for Interactive Environment Generalization	Feb 20, 2025	Multi-agent Reinforcement Learning	CodeCode Available	5
Aquarium: A Comprehensive Framework for Exploring Predator-Prey Dynamics through Multi-Agent Reinforcement Learning Algorithms	Jan 13, 2024	Multi-agent Reinforcement Learningreinforcement-learning	CodeCode Available	5

Show:10 25 50

← PrevPage 20 of 69Next →

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