Edge-Assisted Label-Flipping Attack Detection in Federated Learning

Federated Learning (FL) has transformed machine learning by facilitating decentralized, privacy-focused data processing. Despite its advantages, FL remains vulnerable to data poisoning attacks, particularly Label-Flipping Attacks (LFA). In LFA, malicious clients deliberately mislabel local data, cau...

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Bibliographic Details
Main Authors: Nourah S. AlOtaibi, Muhamad Felemban, Sajjad Mahmood
Format: Article
Language:English
Published: IEEE 2024-01-01
Series:IEEE Open Journal of the Communications Society
Subjects:
Online Access:https://ieeexplore.ieee.org/document/10752632/
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