ExCal: Optimization-Free Multivariate Time Series Anomaly Detection via Excess Calibration.

arXiv:2610.35568v1 Announce Type: cross Abstract: We introduce ExCal, a normal-only multivariate time series anomaly detector that combines raw state retrieval, a signal/derivative subspace, and robust statistics across temporal scales. Each expert map receive