Research questionHow can weakly supervised video anomaly detection adapt to anomalies with varying durations and temporal dynamics?Weak supervision provides limited guidance for locating anomalies within videos. Fixed temporal assumptions can therefore produce unreliable snippet-level predictions when events differ in duration, frequency, or dynamics.