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 126–150 of 1718 papers

Title	Date	Tasks	Status	Hype
Effective control of two-dimensional Rayleigh--Bénard convection: invariant multi-agent reinforcement learning is all you need	Apr 5, 2023	AllDeep Reinforcement Learning	CodeCode Available	1
Effective and Stable Role-Based Multi-Agent Collaboration by Structural Information Principles	Apr 3, 2023	Multi-agent Reinforcement LearningStarcraft	CodeCode Available	1
marl-jax: Multi-Agent Reinforcement Leaning Framework	Mar 24, 2023	Multi-agent Reinforcement Learningreinforcement-learning	CodeCode Available	1
PoseExaminer: Automated Testing of Out-of-Distribution Robustness in Human Pose and Shape Estimation	Mar 13, 2023	Multi-agent Reinforcement Learning	CodeCode Available	1
SOCIALGYM 2.0: Simulator for Multi-Agent Social Robot Navigation in Shared Human Spaces	Mar 9, 2023	Multi-agent Reinforcement LearningRobot Navigation	CodeCode Available	1
Revisiting the Gumbel-Softmax in MADDPG	Feb 23, 2023	BenchmarkingMulti-agent Reinforcement Learning	CodeCode Available	1
Attacking Cooperative Multi-Agent Reinforcement Learning by Adversarial Minority Influence	Feb 7, 2023	Continuous ControlMuJoCo	CodeCode Available	1
Learning Zero-Shot Cooperation with Humans, Assuming Humans Are Biased	Feb 3, 2023	Multi-agent Reinforcement Learning	CodeCode Available	1
TransfQMix: Transformers for Leveraging the Graph Structure of Multi-Agent Reinforcement Learning Problems	Jan 13, 2023	Multi-agent Reinforcement LearningQ-Learning	CodeCode Available	1
Learning to Control and Coordinate Mixed Traffic Through Robot Vehicles at Complex and Unsignalized Intersections	Jan 12, 2023	Autonomous VehiclesMulti-agent Reinforcement Learning	CodeCode Available	1
Asynchronous Multi-Agent Reinforcement Learning for Efficient Real-Time Multi-Robot Cooperative Exploration	Jan 9, 2023	Multi-agent Reinforcement Learningreinforcement-learning	CodeCode Available	1
Scalable Multi-Agent Reinforcement Learning for Warehouse Logistics with Robotic and Human Co-Workers	Dec 22, 2022	Multi-agent Reinforcement Learning	CodeCode Available	1
Contrastive Identity-Aware Learning for Multi-Agent Value Decomposition	Nov 23, 2022	Contrastive LearningDiversity	CodeCode Available	1
Fleet Rebalancing for Expanding Shared e-Mobility Systems: A Multi-agent Deep Reinforcement Learning Approach	Nov 11, 2022	Deep Reinforcement LearningMulti-agent Reinforcement Learning	CodeCode Available	1
Scalable Multi-Agent Reinforcement Learning through Intelligent Information Aggregation	Nov 3, 2022	Collision AvoidanceGraph Neural Network	CodeCode Available	1
Multi-Agent Reinforcement Learning for Adaptive Mesh Refinement	Nov 2, 2022	Multi-agent Reinforcement Learningreinforcement-learning	CodeCode Available	1
Teal: Learning-Accelerated Optimization of WAN Traffic Engineering	Oct 25, 2022	Graph Neural NetworkMulti-agent Reinforcement Learning	CodeCode Available	1
Solving Continuous Control via Q-learning	Oct 22, 2022	continuous-controlContinuous Control	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
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
ELIGN: Expectation Alignment as a Multi-Agent Intrinsic Reward	Oct 9, 2022	Multi-agent Reinforcement Learning	CodeCode Available	1
More Centralized Training, Still Decentralized Execution: Multi-Agent Conditional Policy Factorization	Sep 26, 2022	Multi-agent Reinforcement Learning	CodeCode Available	1
Towards a Standardised Performance Evaluation Protocol for Cooperative MARL	Sep 21, 2022	Decision MakingMulti-agent Reinforcement Learning	CodeCode Available	1
Formal Contracts Mitigate Social Dilemmas in Multi-Agent RL	Aug 22, 2022	ManagementMulti-agent Reinforcement Learning	CodeCode Available	1
AI for Global Climate Cooperation: Modeling Global Climate Negotiations, Agreements, and Long-Term Cooperation in RICE-N	Aug 15, 2022	EthicsMulti-agent Reinforcement Learning	CodeCode Available	1

Show:10 25 50

← PrevPage 6 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