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Group verifiable secure aggregate federated learning based on secret sharing

Abstract Federated learning is a distributed machine learning approach designed to tackle the problems of data silos and the security of raw data. Nevertheless, it remains susceptible to privacy leakage risks and aggregation server tampering attacks. Current privacy-preserving methods often involve...

Ausführliche Beschreibung

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Bibliografische Detailangaben
Hauptverfasser: Sufang Zhou, Lin Wang, Liangyi Chen, Yifeng Wang, Ke Yuan
Format: Artigo
Sprache:Inglês
Veröffentlicht: Nature Portfolio 2025-03-01
Schriftenreihe:Scientific Reports
Schlagworte:
Online-Zugang:https://doi.org/10.1038/s41598-025-94478-0
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