ResearchTasksUnivariate Time Series Anomaly DetectionUnivariate Time Series Anomaly DetectionFollowBenchmarksDatasetSOTA methodSortMost resultsRecently updatedMost papersApplyDatasetSOTA methodMetricTrendResultsLast updatedCIMIS44AirTemperature UCR Archive (test)CS-LSTMs95F1 Score22Feb 26, 2026ECG UCR Archive (test)CS-LSTMs91.8F1 Score22Feb 26, 2026TSB-AD U EvaTSPulse + PAI58VUS-PR21Jun 9, 2026KPITranAD22.35Precision8Feb 26, 2026Yahoo A1CARLA0.575Precision8Feb 26, 2026