SMD
Benchmarks
| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Anomaly Detection | SMD | F1 Score99.95 | 217 | |
| Anomaly Detection | SMD (test) | Precision (Aff)79.09 | 25 | |
| Anomaly Detection | SMD 43 (test) | F1 Score86.89 | 16 | |
| Anomaly Detection | SMD | Training Time per Epoch (s)43.56 | 11 | |
| Anomaly Diagnosis | SMD | H@100%59.07 | 11 | |
| 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 | Params (M)3.2 | 4 | |
| Proactive Anomaly Detection | SMD True Labels (test) | F1-@K34 | 3 | |
| Piano Transcription | SMD | Activation Precision93.38 | 3 | |
| Bilevel Optimization | SMD 6 | Best LL FEs90,574 | 1 | |
| Bilevel Optimization | SMD3 | Best LL Function Evaluations107,516 | 1 | |
| Bilevel Optimization | SMD2 | Best LL Function Evaluations67,589 | 1 | |
| Bilevel Optimization | SMD1 | Best LL F Evaluations89,966 | 1 |
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