FedCVG: a two-stage robust federated learning optimization algorithm

Abstract Federated learning provides an effective solution to the data privacy issue in distributed machine learning. However, distributed federated learning systems are inherently susceptible to data poisoning attacks and data heterogeneity. Under conditions of high data heterogeneity, the gradient...

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Bibliographic Details
Main Authors: Runze Zhang, Yang Zhang, Yating Zhao, Bin Jia, Wenjuan Lian
Format: Article
Language:English
Published: Nature Portfolio 2025-05-01
Series:Scientific Reports
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Online Access:https://doi.org/10.1038/s41598-025-02722-4
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