CS-FL: Cross-Zone Secure Federated Learning with Blockchain and a Credibility Mechanism

Federated learning enables multiple intelligent devices to collaboratively perform machine learning tasks while preserving local data privacy. However, traditional FL architectures face challenges such as centralization and lack of effective defense mechanisms against malicious nodes, particularly i...

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Bibliographic Details
Main Authors: Chongzhen Zhang, Hongye Sun, Zhaoyu Shen, Dongyu Wang
Format: Article
Language:English
Published: MDPI AG 2024-12-01
Series:Applied Sciences
Subjects:
Online Access:https://www.mdpi.com/2076-3417/15/1/26
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