Time Series Anomaly Detection on SWAN benchmark leaderboard · SOTA2 Research

Time Series Anomaly Detection on SWAN

0.9591VUS-ROCSCAN

Evaluation Results

Method	Links
SCAN2026.06		0.9591	0.9233
LEFT2026.02		0.9549	0.9244
DADA2026.06		0.9521	0.9124
TimesNet2026.02		0.9515	0.916
TimesNet2026.06		0.9515	0.916
CrossAD2026.02		0.9499	0.9171
CrossAD2026.06		0.9499	0.9171
GPT4TS2026.02		0.934	0.8924
GPT4TS2026.06		0.934	0.8924
PCA2026.02		0.929	0.9123
TimeMixer2026.02		0.929	0.8721
PCA2026.06		0.929	0.9123
TimeMixer2026.06		0.929	0.8721
LODA2026.02		0.917	0.9107
LODA2026.06		0.917	0.9107
LOF2026.02		0.9095	0.9007
LOF2026.06		0.9095	0.9007
OCSVM2026.02		0.9088	0.9004
OCSVM2026.06		0.9088	0.9004
LSTM2026.02		0.9082	0.8862
LSTM2026.06		0.9082	0.8862
HBOS2026.02		0.9056	0.8894
HBOS2026.06		0.9056	0.8894
CAE2026.02		0.9042	0.9022
CAE2026.06		0.9042	0.9022
Omni2026.02		0.9041	0.9022
Omni2026.06		0.9041	0.9022
ModernTCN2026.02		0.9027	0.8962
ModernTCN2026.06		0.9027	0.8962
DAGMM2026.02		0.8951	0.8697
DAGMM2026.06		0.8951	0.8697
IForest2026.02		0.8835	0.8793
IForest2026.06		0.8835	0.8793
DC2026.02		0.8429	0.8338
DC2026.06		0.8429	0.8338
MEMTO2026.06		0.8158	0.8389
MtsCID2026.02		0.8128	0.8375
MtsCID2026.06		0.8128	0.8375
AT2026.02		0.8046	0.7943
AT2026.06		0.8046	0.7943
AE2026.02		0.6982	0.0201
AE2026.06		0.6982	0.0201
KAN-AD2026.06		0.4433	0.3909