Enhancing Robustness within the Collaborative Federated Learning Framework: A Novel Grouping Algorithm for Edge Clients

In this study, we introduce a novel collaborative federated learning (FL) framework, aiming at enhancing robustness in distributed learning environments, particularly pertinent to IoT and industrial automation scenarios. At the core of our contribution is the development of an innovative grouping al...

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Bibliographic Details

Published in:	Applied Sciences
Main Authors:	Zhi-Yuan Su, I-Hsien Liu, Chu-Fen Li, Chuan-Kang Liu, Chi-Hui Chiang
Format:	Article
Language:	English
Published:	MDPI AG 2024-04-01
Subjects:	federated learning poisoning attacks grouping scheme
Online Access:	https://www.mdpi.com/2076-3417/14/8/3255