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Author

Sammy Chan

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Oct 2026

Lightweight IoT Intrusion Detection via Curriculum Knowledge Distillation

The rapid development of Internet of Things (IoT) systems brings severe security challenges, as edge devices are restricted by limited computing and memory resources. Existing intrusion detection methods either deliver high accuracy at the expense of heavy computation, or cannot maintain stable performance under resour...

Guangfu Wu, Yue-Hong Xu, Dao-Jing He et al. · 0 citations
2026

Neighbor Exclusion-Based Graph Neural Network for Sequential Channel Allocation in Wireless Local Area Networks

Dynamic channel allocation in wireless local area networks (WLANs) is essential for mitigating co-channel interference and satisfying time-varying traffic demands under limited spectrum resources. Beyond optimizing each network snapshot, an effective allocation scheme should preserve temporal continuity to avoid excess...

Zhengwei Xu, Li Liu, Changmao Wu et al. · 0 citations

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