ResearchBenchmarksMultivariate Time Series Anomaly Detection on All MTSAD benchmarks OverallMultivariate Time Series Anomaly Detection on All MTSAD benchmarks OverallFollow4.72Mean RankLSD4.43126.38068.3310.2794Jun 17, 2026Evaluation resultsMethodMethodLinksMean RankLSDSpace=R^nSpace=R^n2026.064.72LSDSpace=S^nSpace=S^n2026.065.28TcnED2026.066.5KNN2026.066.56USAD2026.067.39PCA2026.067.5TranAD2026.067.72OCSVM2026.067.78DeepIF2026.067.94COPOD2026.068.78COUTA2026.069.78IForest2026.0610.5DeepSVDD2026.0610.78TimesNet2026.0611.33AnomalyTrans.2026.0611.5LOF2026.0611.94