AIBullisharXiv – CS AI · 7h ago6/10
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A Unified Siamese Learning Framework for Zero-Day Anomaly Detection and Classification in Optical Networks
Researchers have developed a multi-similarity Siamese neural network that detects and classifies zero-day anomalies in optical networks with over 99% accuracy, requiring no retraining when deployed across different network paths or encountering previously unseen anomaly types. This advancement addresses a critical gap in network security by enabling instant adaptability to emerging threats without manual intervention.