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arxiv: 2606.10827 · v1 · pith:I72Q3PABnew · submitted 2026-06-09 · 💻 cs.NI · cs.AI

A Unified Siamese Learning Framework for Zero-Day Anomaly Detection and Classification in Optical Networks

classification 💻 cs.NI cs.AI
keywords anomalyclassificationdetectionnetworksopticalsiamesezero-dayaccuracy
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A multi-similarity Siamese neural network unifies zero-day anomaly detection and one-shot classification in optical networks, achieving over 99% accuracy and instant adaptability across lightpaths and unseen anomaly types without any retraining.

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