Anomaly Detection on ADBench
90.43Mean AUCROCTACTIC
Evaluation Results
| Method | Links | ||||||||||||||||||||||||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| TACTICScenario=Clean-context, Seeds=5 random seeds2026.03 | 90.43 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 2 | — | — | — | — | |
| uTabPFNScenario=Clean-context, Seeds=5 random seeds2026.03 | 88.9 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 3 | — | — | — | — | |
| KNNScenario=Clean-context, Seeds=5 random seeds2026.03 | 88.44 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 3 | — | — | — | — | |
| LOFScenario=Clean-context, Seeds=5 random seeds2026.03 | 83.85 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 4 | — | — | — | — | |
| TCCMScenario=Clean-context, Seeds=5 random seeds2026.03 | 83.03 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 5 | — | — | — | — | |
| IForestScenario=Clean-context, Seeds=5 random seeds2026.03 | 82.34 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 6 | — | — | — | — | |
| TACTICsetting=noisy-context2026.03 | 80.57 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 4.5 | — | — | — | — | |
| HBOSScenario=Clean-context, Seeds=5 random seeds2026.03 | 79.27 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 9 | — | — | — | — | |
| PCAScenario=Clean-context, Seeds=5 random seeds2026.03 | 78.85 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 8 | — | — | — | — | |
| IForestsetting=noisy-context2026.03 | 77.69 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 5.5 | — | — | — | — | |
| OCSVMScenario=Clean-context, Seeds=5 random seeds2026.03 | 77.67 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 9 | — | — | — | — | |
| CBLOFScenario=Clean-context, Seeds=5 random seeds2026.03 | 77.66 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 10 | — | — | — | — | |
| DeepSVDDScenario=Clean-context, Seeds=5 random seeds2026.03 | 76.74 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 10.5 | — | — | — | — | |
| ECODScenario=Clean-context, Seeds=5 random seeds2026.03 | 75.28 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 11 | — | — | — | — | |
| HBOSsetting=noisy-context2026.03 | 75.2 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 7 | — | — | — | — | |
| ECODsetting=noisy-context2026.03 | 75.16 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 8 | — | — | — | — | |
| COPODScenario=Clean-context, Seeds=5 random seeds2026.03 | 75.14 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 12 | — | — | — | — | |
| COPODsetting=noisy-context2026.03 | 74.89 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 8 | — | — | — | — | |
| PCAsetting=noisy-context2026.03 | 74.34 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 6 | — | — | — | — | |
| TCCMsetting=noisy-context2026.03 | 73.49 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 7 | — | — | — | — | |
| DeepSVDDsetting=noisy-context2026.03 | 72.45 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 10 | — | — | — | — | |
| DAGMMScenario=Clean-context, Seeds=5 random seeds2026.03 | 72.24 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 13 | — | — | — | — | |
| OCSVMsetting=noisy-context2026.03 | 71.81 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 10 | — | — | — | — | |
| LODAScenario=Clean-context, Seeds=5 random seeds2026.03 | 71.54 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 12 | — | — | — | — | |
| KNNsetting=noisy-context2026.03 | 71.32 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 7.5 | — | — | — | — | |
| SODsetting=noisy-context2026.03 | 71.03 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 11 | — | — | — | — | |
| DAGMMsetting=noisy-context2026.03 | 68.18 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 12.5 | — | — | — | — | |
| uTabPFNsetting=noisy-context2026.03 | 67.62 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 10 | — | — | — | — | |
| LODAsetting=noisy-context2026.03 | 67.45 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 10 | — | — | — | — | |
| COFsetting=noisy-context2026.03 | 64.78 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 12.5 | — | — | — | — | |
| CBLOFsetting=noisy-context2026.03 | 63.15 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 13 | — | — | — | — | |
| LOFsetting=noisy-context2026.03 | 62.89 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 13.5 | — | — | — | — | |
| SODScenario=Clean-context, Seeds=5 random seeds2026.03 | 54.44 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 15 | — | — | — | — | |
| COFScenario=Clean-context, Seeds=5 random seeds2026.03 | 50.37 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 16 | — | — | — | — | |
| CBLOF2026.06 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 35.9 | — | — | — | 46.7 | 37.1 | 23.7 | 34.4 | |
| DTE-NP2025.07 | — | 81.8 | 82.5 | 68.1 | 81.6 | 99.5 | 92.7 | 82.6 | 26.6 | 75.9 | 38.6 | 85.7 | 99.4 | 62.5 | 74.2 | 61.4 | 37.5 | 81.5 | 55.2 | 58.5 | 51.4 | 86.6 | 68.7 | 99.4 | 36.1 | 98.8 | 46 | 49.6 | 69.7 | — | — | — | — | — | — | — | |
| DTE-NP2025.07 | — | 23.9 | 42.7 | 9.1 | 17.3 | 15.5 | 92.8 | 38.1 | 8.7 | 21.3 | 28.9 | 42.3 | 97.7 | 7.2 | 12 | 6.7 | 3.8 | 22.7 | 5.6 | 6.2 | 5 | 16.9 | 23.8 | 85.6 | 9.4 | 84.2 | 8 | 22.6 | 28.1 | — | — | — | — | — | — | — | |
| DyCF2026.06 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 25.9 | — | — | — | 34.9 | 27.5 | 30.9 | 4.9 | |
| DyCG2026.06 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 5.2 | — | — | — | 9.4 | 4.3 | 6 | 0 | |
| ECOD2025.07 | — | 79.1 | 84.2 | 67 | 86.4 | 99.4 | 72.8 | 74.1 | 95.6 | 87.6 | 44.4 | 84.7 | 97.9 | 50.5 | 60.4 | 51.2 | 34.6 | 87.8 | 51.4 | 56 | 47 | 70.5 | 73.9 | 99.5 | 42 | 99.4 | 73.3 | 48.1 | 71.1 | — | — | — | — | — | — | — | |
| ECOD2025.07 | — | 27.8 | 8.6 | 8.6 | 23.3 | 17.9 | 64.6 | 17.5 | 49.2 | 31.4 | 33.3 | 31.5 | 95.3 | 5 | 6.6 | 5.2 | 3.5 | 32.8 | 5.2 | 5.4 | 4.5 | 18.6 | 29.2 | 89.7 | 10.7 | 90.3 | 19.1 | 21.8 | 28 | — | — | — | — | — | — | — | |
| ECOD2026.06 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 35.4 | — | — | — | 49.2 | 33.3 | 31.3 | 25.6 | |
| GMM2026.06 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 34.4 | — | — | — | 44.5 | 29.9 | 30.3 | 33.5 | |
| HBOS2026.06 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 36 | — | — | — | 53 | 32.8 | 25.5 | 31.7 | |
| IF2025.07 | — | 81.5 | 76.6 | 57.2 | 76.3 | 99.1 | 84.7 | 79.7 | 99.9 | 89.1 | 40.5 | 85.3 | 98.5 | 53 | 65 | 53.9 | 35.6 | 87.7 | 48.6 | 51.7 | 49.7 | 78.4 | 72.8 | 100 | 36.8 | 99.4 | 73.7 | 48.3 | 71.2 | — | — | — | — | — | — | — | |
| IF2025.07 | — | 31.8 | 5.1 | 6.6 | 11.5 | 14.7 | 79.4 | 25.7 | 97.9 | 30.8 | 30.4 | 31.6 | 95.9 | 5.4 | 7.2 | 6 | 3.6 | 34.3 | 4.9 | 5 | 4.8 | 15.1 | 26.9 | 100 | 9.5 | 94.7 | 17.4 | 22.1 | 30.3 | — | — | — | — | — | — | — | |
| IForest2026.06 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 38.6 | — | — | — | 53.7 | 36.5 | 31.6 | 30.2 | |
| KDE2026.06 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 29.5 | — | — | — | 45.4 | 32.7 | 19.1 | 15.5 | |
| KernelCFKernel=linear2026.06 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 28.9 | — | — | — | 46.1 | 30.6 | 13.8 | 21.7 | |
| KernelCFKernel=RBF2026.06 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 32.6 | — | — | — | 52.8 | 33.7 | 12.2 | 28.9 | |
| KNN2025.07 | — | 79.1 | 85.4 | 68.1 | 83.5 | 99.6 | 92.1 | 85.3 | 85.8 | 87.6 | 40.1 | 88.5 | 99.3 | 61.3 | 72.2 | 59 | 41.3 | 85.9 | 54.5 | 58 | 51.3 | 86.7 | 75 | 99.8 | 35.4 | 98.4 | 72.8 | 52.9 | 74 | — | — | — | — | — | — | — | |
| KNN2025.07 | — | 23.1 | 45.5 | 8.9 | 16.9 | 18.6 | 91.7 | 40.8 | 38.1 | 30.2 | 29.9 | 51.2 | 97.6 | 7 | 10.7 | 6.2 | 4 | 30.5 | 5.4 | 6.1 | 4.9 | 16 | 31.5 | 94.8 | 9.3 | 76.1 | 13.8 | 23.9 | 30.9 | — | — | — | — | — | — | — | |
| KNN2026.06 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 31.9 | — | — | — | 50.7 | 32.4 | 17.3 | 23.8 | |
| LODA2026.06 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 30.1 | — | — | — | 45.6 | 30.3 | 19.2 | 22.6 | |
| OCSVM2026.06 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 35.4 | — | — | — | 49.3 | 35.2 | 22.4 | 33.1 | |
| PCA2026.06 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 33.3 | — | — | — | 51.7 | 28.7 | 30.7 | 19.4 | |
| UCF2026.06 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 41.4 | — | — | — | 52.7 | 41.3 | 33.4 | 36.1 | |
| UniOD2025.07 | — | 68.8 | 88.3 | 67.8 | 89.1 | 99.2 | 81.5 | 86.1 | 100 | 93.7 | 38.8 | 89.8 | 99 | 56 | 55 | 67 | 54 | 41 | 89.3 | 64.1 | 50.9 | 79.4 | 83.8 | 98.1 | 28.6 | 99.2 | 99.6 | 55.1 | 74.9 | — | — | — | — | — | — | — | |
| UniOD2025.07 | — | 21.7 | 35.4 | 8.8 | 22.5 | 17.7 | 64.5 | 39.5 | 100 | 45 | 29.1 | 46.5 | 97.4 | 5.8 | 5.7 | 7.8 | 5.5 | 4 | 38.8 | 7.3 | 5 | 11.3 | 58.2 | 71.4 | 8.5 | 87.1 | 94.3 | 25.6 | 35.7 | — | — | — | — | — | — | — |