mlsanityData to 14 Oct 2026

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

arXiv 2606.10827 ↗First posted 9 Jun 2026cs.NI cs.AIcited by 2

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Abstract (arXiv)

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.

Key facts. Cited by 2 papers in the map (data through 14 Oct 2026). Builds on 1 of its 7 references that are in the map. First posted on arXiv 9 Jun 2026.

Builds on

1 of 7 references.

References · 1

  1. 2022Machine Learning-based Anomaly Detection in Optical Fiber Monitoringcited by 7

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Cited by year (2026 to 14 Oct)

Citing papers per year: 2026: 2.

2 papers.

  1. 2026Cross-Domain Generalization in Optical Networks via Joint Contrastive and Classification Learningcited by 1
  2. 2026Retrieval-Based Cross-Domain Generalization in Optical Networks via Global Featurescited by 0