Wen-Wu Yu

A Fully Decentralized Online Actor-Critic Algorithm for Constrained Multiagent Reinforcement Learning Over Directed Graphs.

This article studies constrained multiagent reinforcement learning (C-MARL) over fixed directed graphs, where agents cooperatively optimize a globally averaged long-term objective while satisfying globally averaged constraints. To address the challenges of decentralized learning with a row-stochastic communication matr...