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.