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20202026
most citedTowards Understanding Asynchronous Advantage Actor-critic: Convergence and Linear Speedup

36 citations · 77 across the 14 of their papers we have counts for

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math.OC2020★ 22 cited

Byzantine-Resilient Decentralized TD Learning with Linear Function Approximation

Zhaoxian Wu, Han Shen, Tianyi Chen +1

This paper considers the policy evaluation problem in a multi-agent reinforcement learning (MARL) environment over decentralized and directed networks. The focus is on decentralize…

math.OC2020★ 8 cited

Adaptive Temporal Difference Learning with Linear Function Approximation

Tao Sun, Han Shen, Tianyi Chen +1

This paper revisits the temporal difference (TD) learning algorithm for the policy evaluation tasks in reinforcement learning. Typically, the performance of TD(0) and TD() is ve…