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 201–225 of 1718 papers

Title	Date	Tasks	Status	Hype
Multiagent Reinforcement Learning Based on Fusion-Multiactor-Attention-Critic for Multiple-Unmanned-Aerial-Vehicle Navigation Control	Oct 10, 2022	Deep Reinforcement LearningMulti-agent Reinforcement Learning	CodeCode Available	1
Multi-Agent Reinforcement Learning for Traffic Signal Control through Universal Communication Method	Apr 26, 2022	Multi-agent Reinforcement Learningreinforcement-learning	CodeCode Available	1
Coordinated Exploration via Intrinsic Rewards for Multi-Agent Reinforcement Learning	May 28, 2019	Multi-agent Reinforcement Learningreinforcement-learning	CodeCode Available	1
Counterfactual Conservative Q Learning for Offline Multi-agent Reinforcement Learning	Sep 22, 2023	counterfactualMulti-agent Reinforcement Learning	CodeCode Available	1
Multi-Agent Reinforcement Learning for Active Voltage Control on Power Distribution Networks	Oct 27, 2021	Multi-agent Reinforcement Learningreinforcement-learning	CodeCode Available	1
Multi-agent Reinforcement Learning in Sequential Social Dilemmas	Feb 10, 2017	Multi-agent Reinforcement Learningreinforcement-learning	CodeCode Available	1
A coevolutionary approach to deep multi-agent reinforcement learning	Apr 12, 2021	Atari GamesDecision Making	CodeCode Available	1
Multi-Agent Reinforcement Learning with Temporal Logic Specifications	Feb 1, 2021	Multi-agent Reinforcement Learningreinforcement-learning	CodeCode Available	1
Multi-Step Reinforcement Learning for Single Image Super-Resolution	Jul 28, 2020	Image Super-ResolutionMulti-agent Reinforcement Learning	CodeCode Available	1
Multi-UAV Path Planning for Wireless Data Harvesting with Deep Reinforcement Learning	Oct 23, 2020	Collision AvoidanceDeep Reinforcement Learning	CodeCode Available	1
Cooperative Multi-Agent Reinforcement Learning with Sequential Credit Assignment	May 21, 2021	counterfactualMulti-agent Reinforcement Learning	CodeCode Available	1
Offline Multi-Agent Reinforcement Learning with Implicit Global-to-Local Value Regularization	Jul 21, 2023	ManagementMuJoCo	CodeCode Available	1
Off-Policy Multi-Agent Decomposed Policy Gradients	Jul 24, 2020	Multi-agent Reinforcement LearningStarcraft	CodeCode Available	1
Cooperation and Fairness in Multi-Agent Reinforcement Learning	Oct 19, 2024	FairnessMulti-agent Reinforcement Learning	CodeCode Available	1
An Empirical Study on Google Research Football Multi-agent Scenarios	May 16, 2023	BenchmarkingMulti-agent Reinforcement Learning	CodeCode Available	1
Optimizing Large-Scale Fleet Management on a Road Network using Multi-Agent Deep Reinforcement Learning with Graph Neural Network	Nov 12, 2020	Deep Reinforcement LearningGraph Neural Network	CodeCode Available	1
Cooperative Policy Learning with Pre-trained Heterogeneous Observation Representations	Dec 24, 2020	DecoderGraph Attention	CodeCode Available	1
CAMP: Collaborative Attention Model with Profiles for Vehicle Routing Problems	Jan 6, 2025	Computational EfficiencyMulti-agent Reinforcement Learning	CodeCode Available	1
Cross Modality 3D Navigation Using Reinforcement Learning and Neural Style Transfer	Nov 5, 2021	Computed Tomography (CT)Diagnostic	CodeCode Available	1
Context-aware Communication for Multi-agent Reinforcement Learning	Dec 25, 2023	Multi-agent Reinforcement LearningQuantization	CodeCode Available	1
Phantom -- A RL-driven multi-agent framework to model complex systems	Oct 12, 2022	Decision MakingMulti-agent Reinforcement Learning	CodeCode Available	1
PIC: Permutation Invariant Critic for Multi-Agent Deep Reinforcement Learning	Oct 31, 2019	Deep Reinforcement LearningMulti-agent Reinforcement Learning	CodeCode Available	1
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
Progression Cognition Reinforcement Learning with Prioritized Experience for Multi-Vehicle Pursuit	Jun 8, 2023	Multi-agent Reinforcement Learningreinforcement-learning	CodeCode Available	1
Communicative Reinforcement Learning Agents for Landmark Detection in Brain Images	Aug 18, 2020	Multi-agent Reinforcement Learningreinforcement-learning	CodeCode Available	1

Show:10 25 50

← PrevPage 9 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