ResearchBenchmarksMultivariate Time Series Anomaly Detection on NIPS-TS Swan (test)Multivariate Time Series Anomaly Detection on NIPS-TS Swan (test)Follow84.2AUC-ROCOurs41.861652.853363.84574.8367Mar 29, 2026Evaluation resultsMethodMethodLinksAUC-ROCAUC-PRF1-scoreOurs2026.0384.277.9274.87DMamba2026.0377.8464.6474.53D3R2026.0353.440.9767.57CATCH2026.0352.0344.4675.85MEMTO2026.0351.1249.0673.91EDAD2026.0350.132.673.9DCdetector2026.0348.531.7173.56TFMAE2026.0348.3532.1873.43A.T.2026.0343.4928.6273.09