Survey on Byzantine attacks and defenses in federated learning

Survey on Byzantine attacks and defenses in federated learning

Federated learning as an emerging distributed machine learning, can solve the problem of data islands. However, due to the large-scale, distributed nature and strong autonomy of local clients, federated learning is extremely vulnerable to Byzantine attacks and the attacks are not easy to detect, whi...

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Bibliographic Details
Main Authors: ZHAO Xiaojie, SHI Jinqiao, HUANG Mei, KE Zhenhan, SHEN Liyan
Format: Article
Language:zho
Published: Editorial Department of Journal on Communications 2024-12-01
Series:Tongxin xuebao
Subjects:
federated learning
Byzantine attack
defense method
attack and defense strategy
Online Access:http://www.joconline.com.cn/zh/article/doi/10.11959/j.issn.1000-436x.2024208/

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http://www.joconline.com.cn/zh/article/doi/10.11959/j.issn.1000-436x.2024208/

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