ALDP-FL for adaptive local differential privacy in federated learning

Abstract Federated learning, as an emerging distributed learning framework, enables model training without compromising user data privacy. However, malicious attackers may still infer sensitive user information by analyzing model updates during the federated learning process. To address this, this p...

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Bibliographic Details
Main Authors: Lixin Cui, Xu Wu
Format: Article
Language:English
Published: Nature Portfolio 2025-07-01
Series:Scientific Reports
Online Access:https://doi.org/10.1038/s41598-025-12575-6
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