Optics express
Explainable few-shot learning with dynamic prototypes for distributed fiber-optic intrusion detection.
Xing Hu, Shangtao Zhang, Qianqian Duan, Linhua Jiang, Huiliang Shang, Haima Yang, Dawei Zhang
Published: 202510.1364/OE.580802
Abstract
Reliable intrusion detection is critical for modern infrastructure security, yet it faces two fundamental challenges: scarcity of labeled samples and lack of model interpretability. Distributed optical fiber vibration sensing (DVS) systems are promis…
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