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20242026
most citedOn the Trustworthiness of Generative Foundation Models: Guideline, Assessment, and Perspective

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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…