Adaptive Conformal Anomaly Detection with Time Series Foundation Models for Signal Monitoring

Natalia Martinez Gil, Fearghal O'Donncha, Wesley M. Gifford +3

We propose a post-hoc adaptive conformal anomaly detection method for monitoring time series that leverages predictions from pre-trained foundation models without requiring additio…