242 citations · 1.2k across the 37 of their papers we have counts for
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cs.LG2022★ 3 cited
A Single-Timescale Analysis For Stochastic Approximation With Multiple Coupled Sequences
Han Shen, Tianyi Chen
Stochastic approximation (SA) with multiple coupled sequences has found broad applications in machine learning such as bilevel learning and reinforcement learning (RL). In this pap…
cs.DC2022★ 1 cited
Byzantine-Resilient Decentralized Stochastic Optimization with Robust Aggregation Rules
Zhaoxian Wu, Tianyi Chen, Qing Ling
This paper focuses on decentralized stochastic optimization in the presence of Byzantine attacks. During the optimization process, an unknown number of malfunctioning or malicious…