39 citations · 96 across the 14 of their papers we have counts for
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cs.LG2023★ 1 cited
Federated Natural Policy Gradient and Actor Critic Methods for Multi-task Reinforcement Learning
Tong Yang, Shicong Cen, Yuting Wei +2
Federated reinforcement learning (RL) enables collaborative decision making of multiple distributed agents without sharing local data trajectories. In this work, we consider a mult…
math.OC2023
Global Convergence of Policy Gradient Methods in Reinforcement Learning, Games and Control
Shicong Cen, Yuejie Chi
Policy gradient methods, where one searches for the policy of interest by maximizing the value functions using first-order information, become increasingly popular for sequential d…