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 1431–1440 of 1718 papers

Title	Date	Tasks	Status	Hype
The Emergence of Adversarial Communication in Multi-Agent Reinforcement Learning	Aug 6, 2020	Multi-agent Reinforcement Learningreinforcement-learning	CodeCode Available	1
Deep Q-Network Based Multi-agent Reinforcement Learning with Binary Action Agents	Aug 6, 2020	Multi-agent Reinforcement LearningOpenAI Gym	—Unverified	0
QPLEX: Duplex Dueling Multi-Agent Q-Learning	Aug 3, 2020	Decision MakingMulti-agent Reinforcement Learning	CodeCode Available	1
Searching Collaborative Agents for Multi-plane Localization in 3D Ultrasound	Jul 30, 2020	DiagnosticMulti-agent Reinforcement Learning	—Unverified	0
Compare and Select: Video Summarization with Multi-Agent Reinforcement Learning	Jul 29, 2020	Decision MakingMulti-agent Reinforcement Learning	—Unverified	0
Multi-Step Reinforcement Learning for Single Image Super-Resolution	Jul 28, 2020	Image Super-ResolutionMulti-agent Reinforcement Learning	CodeCode Available	1
Value-Decomposition Multi-Agent Actor-Critics	Jul 24, 2020	Multi-agent Reinforcement LearningReinforcement Learning (RL)	CodeCode Available	1
Off-Policy Multi-Agent Decomposed Policy Gradients	Jul 24, 2020	Multi-agent Reinforcement LearningStarcraft	CodeCode Available	1
Multi-agent Reinforcement Learning in Bayesian Stackelberg Markov Games for Adaptive Moving Target Defense	Jul 20, 2020	Multi-agent Reinforcement LearningQ-Learning	—Unverified	0
Battlesnake Challenge: A Multi-agent Reinforcement Learning Playground with Human-in-the-loop	Jul 20, 2020	Multi-agent Reinforcement Learningreinforcement-learning	CodeCode Available	1

Show:10 25 50

← PrevPage 144 of 172Next →

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