Rarity-Gated Context Conditioning for Offline Imitation Learning-Based Maritime Anomaly Detection

Contextual anomaly detection aims to identify abnormal behavior conditional on context variables, but practical deployments often face highly imbalanced context distributions where rare regimes can be critical information. Under such frequency bias, context-conditioned models can produce unstable de...