Labels Matter More Than Models: Rethinking the Unsupervised Paradigm in Time Series Anomaly Detection

Zhijie Zhong, Zhiwen Yu, Kaixiang Yang +3

Time series anomaly detection (TSAD) is a critical data mining task often constrained by label scarcity. Consequently, current research predominantly focuses on Unsupervised Time-s…