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20162025
most citedA Simple Proximal Stochastic Gradient Method for Nonsmooth Nonconvex Optimization

66 citations · 324 across the 32 of their papers we have counts for

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cs.LG2024

The Effectiveness of Local Updates for Decentralized Learning under Data Heterogeneity

Tongle Wu, Zhize Li, Ying Sun

We revisit two fundamental decentralized optimization methods, Decentralized Gradient Tracking (DGT) and Decentralized Gradient Descent (DGD), with multiple local updates. We consi…