SMD
Benchmarks
| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Anomaly Detection | SMD | F1 Score99.95 | 359 | |
| Time-Series Anomaly Detection | SMD | VUS-ROC0.91 | 27 | |
| Anomaly Detection | SMD (test) | Precision (Aff)79.09 | 25 | |
| Anomaly Detection | SMD | F1-score98.6 | 16 | |
| Anomaly Detection | SMD 43 (test) | F1 Score86.89 | 16 | |
| Time Series Anomaly Detection | SMD | AUC75.97 | 15 | |
| Multivariate Time Series Anomaly Detection | SMD | Precision93.77 | 14 | |
| 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 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 (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 | |
| Importance Scoring | SMD 50% BW 20K subsample | F1 Score98 | 3 | |
| Bilevel Optimization | SMD8 20+20 dimensional | Error |F - F*|0 | 3 | |
| Bilevel Optimization | SMD6 20+20 dimensional | Upper Objective Error0 | 3 | |
| Bilevel Optimization | SMD4 20+20 dimensional | Upper FEs10,300 | 3 | |
| Proactive Anomaly Detection | SMD True Labels (test) | F1-@K34 | 3 |
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