SMD

Benchmarks

Task Name	Dataset Name	SOTA Result
Anomaly Detection	SMD	F1 Score99.95	375
Multivariate Time Series Anomaly Detection	SMD	F1-score94.8	31
Time-Series Anomaly Detection	SMD	VUS-ROC0.91	27
Anomaly Detection	SMD	F1-score98.6	26
Anomaly Detection	SMD (test)	Precision99.87	25
Anomaly Detection	SMD	F1 Score86.5	20
Anomaly Detection	SMD 43 (test)	F1 Score86.89	16
Time Series Anomaly Detection	SMD	AUC75.97	15
MIDI Velocity Estimation	SMD	MAE8	11
Anomaly Detection	SMD	Training Time per Epoch (s)43.56	11
Anomaly Diagnosis	SMD	H@100%59.07	11
Multivariate Time Series Anomaly Detection	SMD	VUS-ROC0.7669	10
Root-cause attribution	SMD (test)	H@100%57.18	10
Multivariate Time-series Anomaly Detection	SMD 3-2	AUROC0.717	9
Multivariate Time-series Anomaly Detection	SMD 2-4	AUROC90.8	9
Multivariate Time-series Anomaly Detection	SMD 2-1	AUROC78	9
Multivariate Time-series Anomaly Detection	SMD 1-8	AUROC87.2	9
Early Detection	SMD	Precision44.77	9
Anomaly Detection	SMD	F1 (Point Adjustment)88.47	9
Anomaly Localization	SMD+	Precision51.7	8
Anomaly Detection	SMD+	Precision93.5	8
Anomaly localization	SMD (test)	IPS@1000.61	7
Anomaly Detection	SMD	PA-F180.32	6
Anomaly Detection	SMD	Params (M)3.2	4
Bilevel Optimization	SMD1	Mean LL F Evaluations117,282.14	4

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