ResearchBenchmarksMultivariate Time Series Anomaly Detection on Single-trace MTSAD benchmarks (SWaT, WaDi, PSM)Follow5.44Mean RankLSD5.1027.38359.66511.9465Jun 17, 2026Evaluation ResultsMethodMethodLinksMean RankLSDSpace=R^nSpace=R^n2026.065.44COPOD2026.065.56IForest2026.065.56LSDSpace=S^nSpace=S^n2026.065.78OCSVM2026.066.33KNN2026.067.22TcnED2026.067.89PCA2026.068.11TranAD2026.068.78AnomalyTrans.2026.068.78USAD2026.069.56DeepIF2026.0610COUTA2026.0610.11DeepSVDD2026.0611.22LOF2026.0611.78TimesNet2026.0613.89