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 1026–1050 of 1718 papers

Title	Date	Tasks	Status	Hype
Distributed Reinforcement Learning for Robot Teams: A Review	Apr 7, 2022	Multi-agent Reinforcement Learningreinforcement-learning	—Unverified	0
Learning to Bid Long-Term: Multi-Agent Reinforcement Learning with Long-Term and Sparse Reward in Repeated Auction Games	Apr 5, 2022	Multi-agent Reinforcement Learningreinforcement-learning	CodeCode Available	0
RL4ReAl: Reinforcement Learning for Register Allocation	Apr 5, 2022	Hierarchical Reinforcement LearningMulti-agent Reinforcement Learning	—Unverified	0
Optimising Energy Efficiency in UAV-Assisted Networks using Deep Reinforcement Learning	Apr 4, 2022	Deep Reinforcement LearningMulti-agent Reinforcement Learning	—Unverified	0
Asynchronous, Option-Based Multi-Agent Policy Gradient: A Conditional Reasoning Approach	Mar 29, 2022	Hierarchical Reinforcement LearningMulti-agent Reinforcement Learning	—Unverified	0
Collaborative Intelligent Reflecting Surface Networks with Multi-Agent Reinforcement Learning	Mar 26, 2022	Multi-agent Reinforcement Learningreinforcement-learning	—Unverified	0
Remember and Forget Experience Replay for Multi-Agent Reinforcement Learning	Mar 24, 2022	continuous-controlContinuous Control	—Unverified	0
Quantum Multi-Agent Reinforcement Learning via Variational Quantum Circuit Design	Mar 20, 2022	Deep Reinforcement LearningMulti-agent Reinforcement Learning	CodeCode Available	1
Model-based Multi-agent Reinforcement Learning: Recent Progress and Prospects	Mar 20, 2022	Decision MakingMulti-agent Reinforcement Learning	—Unverified	0
Risk-Sensitive Bayesian Games for Multi-Agent Reinforcement Learning under Policy Uncertainty	Mar 18, 2022	Multi-agent Reinforcement Learningreinforcement-learning	—Unverified	0
A Survey of Multi-Agent Deep Reinforcement Learning with Communication	Mar 16, 2022	Deep Reinforcement LearningMulti-agent Reinforcement Learning	—Unverified	0
CTDS: Centralized Teacher with Decentralized Student for Multi-Agent Reinforcement Learning	Mar 16, 2022	Multi-agent Reinforcement Learningreinforcement-learning	CodeCode Available	1
Coach-assisted Multi-Agent Reinforcement Learning Framework for Unexpected Crashed Agents	Mar 16, 2022	Multi-agent Reinforcement Learningreinforcement-learning	CodeCode Available	0
PMIC: Improving Multi-Agent Reinforcement Learning with Progressive Mutual Information Collaboration	Mar 16, 2022	Multi-agent Reinforcement Learningreinforcement-learning	CodeCode Available	1
Backpropagation through Time and Space: Learning Numerical Methods with Multi-Agent Reinforcement Learning	Mar 16, 2022	Multi-agent Reinforcement Learningreinforcement-learning	—Unverified	0
An Introduction to Multi-Agent Reinforcement Learning and Review of its Application to Autonomous Mobility	Mar 15, 2022	Autonomous VehiclesMulti-agent Reinforcement Learning	—Unverified	0
The Multi-Agent Pickup and Delivery Problem: MAPF, MARL and Its Warehouse Applications	Mar 14, 2022	Multi-Agent Path FindingMulti-agent Reinforcement Learning	—Unverified	0
Efficient Model-based Multi-agent Reinforcement Learning via Optimistic Equilibrium Computation	Mar 14, 2022	Autonomous DrivingGaussian Processes	—Unverified	0
Calibration of Derivative Pricing Models: a Multi-Agent Reinforcement Learning Perspective	Mar 14, 2022	Multi-agent Reinforcement Learningreinforcement-learning	—Unverified	0
Impression Allocation and Policy Search in Display Advertising	Mar 11, 2022	Multi-agent Reinforcement Learning	—Unverified	0
Breaking the Curse of Dimensionality in Multiagent State Space: A Unified Agent Permutation Framework	Mar 10, 2022	Data AugmentationMulti-agent Reinforcement Learning	—Unverified	0
On-the-fly Strategy Adaptation for ad-hoc Agent Coordination	Mar 8, 2022	Game of HanabiMulti-agent Reinforcement Learning	—Unverified	0
Reliably Re-Acting to Partner's Actions with the Social Intrinsic Motivation of Transfer Empowerment	Mar 7, 2022	Multi-agent Reinforcement Learningreinforcement-learning	CodeCode Available	1
Efficient Policy Generation in Multi-Agent Systems via Hypergraph Neural Network	Mar 7, 2022	Decision MakingDeep Reinforcement Learning	—Unverified	0
Scalable multi-agent reinforcement learning for distributed control of residential energy flexibility	Mar 7, 2022	Multi-agent Reinforcement LearningQ-Learning	—Unverified	0

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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