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Safe Multi-Agent Reinforcement Learning on Wireless Communication 25 agents

19.26Constraint Violation RateScalable Primal-Dual Actor-Critic
13.726451.078288.43125.7818May 27, 2023

Evaluation results

MethodLinks
Scalable Primal-Dual Actor-CriticAlgorithm=Ours2023.0519.26—
MAPPO-LInformation Access=Global2023.0540—
Decentralized Aggregate MAPPO-LInformation Access=Local neighborhood, Reward structure=Sum of rewards in local neighborhood2023.05118.9—
Decentralized MAPPO-LInformation Access=Local neighborhood2023.05157.6—