Convergence Analysis for Differentially Private Federated Averaging in Heterogeneous Settings

Federated learning (FL) has emerged as a prominent approach for distributed machine learning, enabling collaborative model training while preserving data privacy. However, the presence of non-i.i.d. data and the need for robust privacy protection introduce significant challenges in theoretically ana...

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Bibliographic Details
Main Authors: Yiwei Li, Shuai Wang, Qilong Wu
Format: Article
Language:English
Published: MDPI AG 2025-02-01
Series:Mathematics
Subjects:
Online Access:https://www.mdpi.com/2227-7390/13/3/497
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