A Unified Siamese Learning Framework for Zero-Day Anomaly Detection and Classification in Optical Networks
Abstract
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.
Fields of Study & Subjects
Software System Performance and Reliability
Anomaly Detection Techniques and Applications
Advanced Optical Network Technologies
Publication details
- Journal / source
- Optical Fiber Communication Conference (OFC) 2026
- Publisher
- Optica Publishing Group
- Pages
- M3A.2–M3A.2
- Publication date
- 1 January 2026