Dual-Mentor Guided Incremental Learning for Robust Anomaly Detection in Optical Networks

We present a dual-mentor approach for anomaly detection, achieving up to 94x reduction in training time and significant performance improvements (up to 79‥) over baselines, effectively addressing catastrophic forgetting with minimal data and optimized computation.