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Xinyi Zhang

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Open access Aug 2026

Security Analysis of IoT Traffic Classification Systems Under Adversarial Machine Learning Attacks

A constraint-aware adversarially robust Internet of Things (IoT) traffic classification system with protocol validity, device behavior consistency, and manifold-aware training and evaluation is presented, demonstrating improved robustness, realism, and deployability compared to existing approaches.

Chenxuan Li, Xinyi Zhang · 0 citations