BPS-FL: Blockchain-Based Privacy-Preserving and Secure Federated Learning

Federated Learning (FL) enables clients to securely share gradients computed on their local data with the server, thereby eliminating the necessity to directly expose their sensitive local datasets. In traditional FL, the server might take advantage of its dominant position during the model aggregat...

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Bibliographic Details
Main Authors: Jianping Yu, Hang Yao, Kai Ouyang, Xiaojun Cao, Lianming Zhang
Format: Article
Language:English
Published: Tsinghua University Press 2025-02-01
Series:Big Data Mining and Analytics
Subjects:
Online Access:https://www.sciopen.com/article/10.26599/BDMA.2024.9020053
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