Tabular Anomaly Detection on Musk (AUC-ROC)
1AUC ROCPCA
Evaluation Results
| Method | Links | |
|---|---|---|
| PCA2026.02 | 1 | |
| KNN2026.02 | 1 | |
| ECOD2026.02 | 1 | |
| RCA2026.02 | 1 | |
| SLAD2026.02 | 1 | |
| GOAD2026.02 | 1 | |
| NeuTral2026.02 | 1 | |
| ICL2026.02 | 1 | |
| DTE2026.02 | 1 | |
| AnoLLM-135Mbackbone=SmolLM-135M2026.02 | 1 | |
| CausalTAD-135Mbackbone=SmolLM-135M2026.02 | 1 | |
| PCA2026.02 | 1 | |
| DeepSVDD2026.02 | 1 | |
| AutoEncoder2026.02 | 1 | |
| NeuTraLAD2026.02 | 1 | |
| ICL2026.02 | 1 | |
| DTE2026.02 | 1 | |
| DRL2026.02 | 1 | |
| CTADBase Detector=KNN2026.02 | 1 | |
| CTADBase Detector=MCM2026.02 | 1 | |
| CTADBase Detector=DRL2026.02 | 1 | |
| ECOD2026.02 | 0.9987 | |
| KNN2026.02 | 0.9917 | |
| DeepSVDD2026.02 | 0.988 | |
| MCM2026.02 | 0.9752 | |
| GOAD2026.02 | 0.9543 | |
| IForest2026.02 | 0.9521 | |
| IForest2026.02 | 0.943 | |
| REPEN2026.02 | 0.646 | |
| OCSVM2026.02 | 0.5 |