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20192026
most citedOn the Convergence of FedAvg on Non-IID Data

979 citations · 1k across the 15 of their papers we have counts for

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math.PR2024

Decoupled Functional Central Limit Theorems for Two-Time-Scale Stochastic Approximation

Yuze Han, Xiang Li, Jiadong Liang +1

In two-time-scale stochastic approximation (SA), two iterates are updated at different rates, governed by distinct step sizes, with each update influencing the other. Previous stud…

math.OC2024★ 1 cited

Finite-Time Decoupled Convergence in Nonlinear Two-Time-Scale Stochastic Approximation

Yuze Han, Xiang Li, Zhihua Zhang

In two-time-scale stochastic approximation (SA), two iterates are updated at varying speeds using different step sizes, with each update influencing the other. Previous studies on…