Anomaly Detection on 34 Tabular Datasets (test)
0.729AUC-PR (Baseline)CTAD
Evaluation results
| Method | Links | ||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|
| CTADBase Detector=DRL2026.02 | 0.729 | 0.0237 | 4.17 | — | 0.0012 | 0.8518 | 0.0083 | 1.18 | — | 0.0067 | |
| DRL2026.02 | 0.729 | — | — | — | — | 0.8518 | — | — | — | — | |
| CTADBase Detector=KNN2026.02 | 0.6414 | 0.0255 | 8.29 | — | 0 | 0.7661 | 0.0271 | 7.39 | — | 0 | |
| KNN2026.02 | 0.6414 | — | — | — | — | 0.7661 | — | — | — | — | |
| CTADBase Detector=MCM2026.02 | 0.626 | 0.0578 | 15.8 | — | 0.0089 | 0.7666 | 0.0487 | 10.12 | — | 0.0075 | |
| MCM2026.02 | 0.626 | — | — | — | — | 0.7666 | — | — | — | — | |
| CTADBase Detector=PCA2026.02 | 0.5942 | 0.0515 | 48.89 | — | 0.0244 | 0.7316 | 0.0509 | 14.47 | — | 0.0054 | |
| PCA2026.02 | 0.5942 | — | — | — | — | 0.7316 | — | — | — | — | |
| CTADBase Detector=IForest2026.02 | 0.5664 | 0.0528 | 15.62 | — | 0.0003 | 0.7533 | 0.0202 | 3.28 | — | 0.0082 | |
| IForest2026.02 | 0.5664 | — | — | — | — | 0.7533 | — | — | — | — | |
| CTADBase Detector=ECOD2026.02 | 0.5344 | 0.0542 | 19.72 | — | 0.0094 | 0.7047 | 0.0461 | 7.77 | — | 0.0023 | |
| ECOD2026.02 | 0.5344 | — | — | — | — | 0.7047 | — | — | — | — | |
| CTADBase Detector=OCSVM2026.02 | 0.5228 | 0.055 | 39.32 | — | 0.0295 | 0.7111 | 0.0443 | 9.78 | — | 0.0243 | |
| OCSVM2026.02 | 0.5228 | — | — | — | — | 0.7111 | — | — | — | — |