Normality Constraint Learning: Adapting Foundation Models for Time Series Anomaly Detection

Xiaohui Zhou, Yijie Wang, Hongzuo Xu +2

Time Series Foundation Models (TSFMs) achieve strong generalization by learning to reconstruct or forecast broad temporal patterns from large-scale time series during pre-training.…