Anomaly Detection on WSD (test)
0.91F1 ScoreCS-LSTMs
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| CS-LSTMs2026.02 | 0.91 | 0.898 | 0.921 | 0.857 | 0.891 | 0.825 | |
| CS-LSTMsTraining Dataset=KPI2026.02 | 0.897 | 0.927 | 0.868 | — | — | — | |
| CS-LSTMsTraining Dataset=Yahoo2026.02 | 0.883 | 0.92 | 0.848 | — | — | — | |
| FCVAETraining Dataset=KPI2026.02 | 0.859 | 0.833 | 0.886 | — | — | — | |
| FCVAETraining Dataset=Yahoo2026.02 | 0.829 | 0.916 | 0.759 | — | — | — | |
| FCVAE2026.02 | 0.805 | 0.757 | 0.85 | 0.696 | 0.562 | 0.913 | |
| KAN-AD2026.02 | 0.756 | 0.881 | 0.663 | 0.68 | 0.84 | 0.572 | |
| KAN-ADTraining Dataset=KPI2026.02 | 0.754 | 0.893 | 0.652 | — | — | — | |
| Anomaly-TransformerTraining Dataset=Yahoo2026.02 | 0.746 | 0.616 | 0.945 | — | — | — | |
| KAN-ADTraining Dataset=Yahoo2026.02 | 0.743 | 0.883 | 0.641 | — | — | — | |
| Anomaly-TransformerTraining Dataset=KPI2026.02 | 0.731 | 0.598 | 0.94 | — | — | — | |
| Anomaly-Transformer2026.02 | 0.728 | 0.861 | 0.63 | 0.137 | 0.144 | 0.129 | |
| Anotransfer2026.02 | 0.674 | 0.695 | 0.654 | 0.379 | 0.331 | 0.444 | |
| TFADTraining Dataset=KPI2026.02 | 0.635 | 0.57 | 0.717 | — | — | — | |
| TFAD2026.02 | 0.628 | 0.541 | 0.75 | 0.455 | 0.431 | 0.482 | |
| TFADTraining Dataset=Yahoo2026.02 | 0.615 | 0.554 | 0.69 | — | — | — | |
| InformerTraining Dataset=Yahoo2026.02 | 0.571 | 0.552 | 0.591 | — | — | — | |
| InformerTraining Dataset=KPI2026.02 | 0.564 | 0.545 | 0.584 | — | — | — | |
| Informer2026.02 | 0.557 | 0.532 | 0.583 | 0.393 | 0.402 | 0.385 | |
| SPOT2026.02 | 0.472 | 0.947 | 0.315 | 0.237 | 0.887 | 0.137 | |
| VQRAE2026.02 | 0.312 | 0.518 | 0.233 | 0.103 | 0.241 | 0.066 | |
| DONUT2026.02 | 0.224 | 0.263 | 0.195 | 0.158 | 0.199 | 0.131 | |
| SRCNN2026.02 | 0.17 | 0.093 | 0.903 | 0.053 | 0.028 | 0.361 |