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Yipeng Li

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#machine learning Nov 2023

Convergence Analysis of Sequential Federated Learning on Heterogeneous Data

Experimental results validate the counterintuitive analysis result that SFL outperforms PFL on extremely heterogeneous data in cross-device settings and establish the convergence guarantees of SFL for strongly/general/non-convex objectives on heterogeneous data.

Yipeng Li, Xinchen Lyu · 52 citations · ⚡4

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