Anomaly Detection on ADGym (Relative Rank AUCROC)
0.986Relative Rank AUCROCGT
Evaluation Results
| Method | Links | |
|---|---|---|
| GTn_a=52023.09 | 0.986 | |
| GTn_a=102023.09 | 0.982 | |
| GTn_a=202023.09 | 0.978 | |
| ML-ensemble (CatB)n_a=202023.09 | 0.685 | |
| ML-ensemble (XGB)n_a=102023.09 | 0.659 | |
| ML-ensemble (CatB)n_a=102023.09 | 0.645 | |
| ML-ensemble (XGB)n_a=202023.09 | 0.64 | |
| DL-ensemble (2-stage)n_a=102023.09 | 0.635 | |
| ML-ensemble (CatB)n_a=52023.09 | 0.633 | |
| DL-ensemble (2-stage)n_a=202023.09 | 0.621 | |
| ML-single (XGB)n_a=102023.09 | 0.61 | |
| DL-ensemble (2-stage)n_a=52023.09 | 0.609 | |
| ML-ensemble (XGB)n_a=52023.09 | 0.605 | |
| DL-single (2-stage)n_a=202023.09 | 0.601 | |
| DL-single (2-stage)n_a=52023.09 | 0.598 | |
| DL-single (2-stage)n_a=102023.09 | 0.594 | |
| DL-ensemble (end2end)n_a=102023.09 | 0.588 | |
| ML-single (CatB)n_a=102023.09 | 0.588 | |
| ML-single (CatB)n_a=202023.09 | 0.587 | |
| ML-single (XGB)n_a=202023.09 | 0.586 | |
| ML-single (XGB)n_a=52023.09 | 0.582 | |
| DL-ensemble (end2end)n_a=202023.09 | 0.581 | |
| DL-ensemble (end2end)n_a=52023.09 | 0.573 | |
| ML-single (CatB)n_a=52023.09 | 0.562 | |
| DL-single (end2end)n_a=52023.09 | 0.551 | |
| DL-single (end2end)n_a=102023.09 | 0.53 | |
| DL-single (end2end)n_a=202023.09 | 0.53 | |
| SOTAn_a=52023.09 | 0.289 | |
| RSn_a=52023.09 | 0.275 | |
| SSn_a=202023.09 | 0.244 | |
| SOTAn_a=102023.09 | 0.243 | |
| SSn_a=52023.09 | 0.231 | |
| SOTAn_a=202023.09 | 0.225 | |
| RSn_a=102023.09 | 0.216 | |
| RSn_a=202023.09 | 0.215 | |
| SSn_a=102023.09 | 0.202 |