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 1221–1230 of 1718 papers

Title	Date	Tasks	Status	Hype
Flip Learning: Erase to Segment	Aug 2, 2021	Multi-agent Reinforcement LearningSegmentation	—Unverified	0
Scalable Multi-agent Reinforcement Learning Algorithm for Wireless Networks	Aug 1, 2021	Decision MakingMulti-agent Reinforcement Learning	CodeCode Available	1
Strategically Efficient Exploration in Competitive Multi-agent Reinforcement Learning	Jul 30, 2021	Efficient ExplorationMulti-agent Reinforcement Learning	CodeCode Available	1
Survey of Recent Multi-Agent Reinforcement Learning Algorithms Utilizing Centralized Training	Jul 29, 2021	Multi-agent Reinforcement Learningreinforcement-learning	—Unverified	0
Packet Routing with Graph Attention Multi-agent Reinforcement Learning	Jul 28, 2021	Graph AttentionGraph Neural Network	—Unverified	0
Improved Reinforcement Learning in Cooperative Multi-agent Environments Using Knowledge Transfer	Jul 20, 2021	Multi-agent Reinforcement Learningreinforcement-learning	—Unverified	0
A Sustainable Ecosystem through Emergent Cooperation in Multi-Agent Reinforcement Learning	Jul 19, 2021	Multi-agent Reinforcement Learningreinforcement-learning	CodeCode Available	1
Communicating via Markov Decision Processes	Jul 17, 2021	Multi-agent Reinforcement Learning	CodeCode Available	0
Decentralized Multi-Agent Reinforcement Learning for Task Offloading Under Uncertainty	Jul 16, 2021	Multi-agent Reinforcement Learningreinforcement-learning	—Unverified	0
Scalable Evaluation of Multi-Agent Reinforcement Learning with Melting Pot	Jul 14, 2021	Multi-agent Reinforcement Learningreinforcement-learning	—Unverified	0

Show:10 25 50

← PrevPage 123 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