Federated learning framework for IoT intrusion detection using tab transformer and nature-inspired hyperparameter optimization

Intrusion detection has been of prime concern in the Internet of Things (IoT) environment due to the rapid increase in cyber threats. Majority of traditional intrusion detection systems (IDSs) rely on centralized models, raising significant privacy concerns. Federated learning (FL) offers a decentra...

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Bibliographic Details
Main Authors: Mohamed Abd Elaziz, Ibrahim A. Fares, Abdelghani Dahou, Mansour Shrahili
Format: Article
Language:English
Published: Frontiers Media S.A. 2025-05-01
Series:Frontiers in Big Data
Subjects:
Online Access:https://www.frontiersin.org/articles/10.3389/fdata.2025.1526480/full
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