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Multivariate Time Series Anomaly Detection on SMAP, MSL, and SMD

4Mean RankLSD
3.54246.63129.7212.8088Jun 17, 2026

Evaluation results

MethodLinks
LSDSpace=R^n2026.064
LSDSpace=S^n2026.064.78
TcnED2026.065.11
USAD2026.065.22
KNN2026.065.89
DeepIF2026.065.89
TranAD2026.066.67
PCA2026.066.89
TimesNet2026.068.78
OCSVM2026.069.22
COUTA2026.069.44
DeepSVDD2026.0610.33
COPOD2026.0612
LOF2026.0612.11
AnomalyTrans.2026.0614.22
IForest2026.0615.44