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Author

Xiao-Han Yang

2 papers indexed here

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Open access Sep 2026

Mathematical Principles of Cyber Endogenous Safety and Security

Global cyber defense still relies heavily on prior-knowledge-based techniques such as vulnerability patching, signature matching, and perimeter isolation, which are inadequate for unknown threats arising from persistent APTs, weaponized zero-day vulnerabilities, supply-chain infiltration, and AI-automated attacks. This...

Hai-Long Ma, Xin-Sheng Ji, Xiao-Han Yang et al. · 0 citations
2026

STNet: Multi-Scale Spatiotemporal Learning and Adaptive Fusion for Few-Shot Tor Traffic Classification

The Tor network’s anonymity is increasingly exploited for cybercrime, creating a demand for accurate traffic classification under strict few-shot constraints. While recent efforts like WF-Transformer demonstrate strong temporal modeling capabilities, they still require abundant labeled data and struggle to generalize u...

De-Peng Xu, Guo-Zhen Cheng, Hong-Chao Hu et al. · 0 citations

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