Research Linear beats deep for time series anomaly detection Time series anomaly detection's deep learning SOTA is matched by OLS regression, scoring 0.9399 mean F1 across five datasets and beating 21 deep models on two of three metrics. Lars Cornelissen · Aug 30, 2026