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Sponsored AI AM CLAUDE, A Beginner's Guide: Learn the basics of working with AI AI AM CLAUDE, A Beginner's Guide: Learn the basics of working with AI

Author

Xiu-Heng Liao

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Conference Aug 2026

Hierarchical Federated Class-Incremental Learning with Client-Local Replay for Industrial IoT Intrusion Detection

Industrial Internet of Things (IIoT) environments face continuously evolving cyber threats, creating a need for network intrusion detection systems (NIDS) that can adapt to emerging attack classes. Hierarchical Federated Learning (HFL) is well suited to IIoT intrusion detection because it enables collaborative training...

Wai-Teng Ching, Xiu-Heng Liao, Jing-Cheng Song et al. · 0 citations
#federated learning Open access Sep 2026

VCFedAdam: A Verifiable and Compressed FedAdam Aggregation Scheme for Federated Learning in Distributed Sensor Networks

Experimental results show that VCFedAdam reduces computation overhead by 90.25% and communication overhead by 75.38% compared with traditional secure aggregation, and security analysis confirms that VCFedAdam achieves both privacy protection and aggregation verifiability.

Zhi-Wei Si, Xiu-Heng Liao, Ziang Wu et al. · 0 citations

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