Tabular Anomaly Detection on Arrhythmia
0.836AUC-ROCCausalTAD-135M
Evaluation Results
| Method | Links | |
|---|---|---|
| CausalTAD-135Mbackbone=SmolLM-135M2026.02 | 0.836 | |
| EPHAD2026.05 | 0.8248 | |
| RTTAD2026.05 | 0.819 | |
| CTADBase Detector=KNN2026.02 | 0.8183 | |
| DIF2026.05 | 0.8167 | |
| CTADBase Detector=MCM2026.02 | 0.8155 | |
| ICL2026.02 | 0.8145 | |
| MCM2026.02 | 0.8114 | |
| CTADBase Detector=DRL2026.02 | 0.8048 | |
| AnoLLM-135Mbackbone=SmolLM-135M2026.02 | 0.803 | |
| DeepSVDD2026.02 | 0.7941 | |
| KNN2026.02 | 0.7933 | |
| NeuTraLAD2026.02 | 0.79 | |
| TTAD2026.05 | 0.7866 | |
| IForest2026.02 | 0.7734 | |
| GOAD2026.05 | 0.7694 | |
| OCSVM2026.02 | 0.7689 | |
| PCA2026.02 | 0.7684 | |
| IForest2026.02 | 0.763 | |
| MCM2026.05 | 0.7629 | |
| DRL2026.02 | 0.7588 | |
| PCA2026.02 | 0.756 | |
| ICL2026.02 | 0.746 | |
| DRL2026.05 | 0.7345 | |
| ECOD2026.02 | 0.734 | |
| GOAD2026.02 | 0.732 | |
| DTE2026.02 | 0.724 | |
| Iforest2026.05 | 0.7229 | |
| SLAD2026.05 | 0.7227 | |
| RCA2026.02 | 0.722 | |
| SLAD2026.02 | 0.72 | |
| ECOD2026.02 | 0.7199 | |
| KNN2026.02 | 0.718 | |
| ECOD2026.05 | 0.7175 | |
| NeuTral2026.02 | 0.717 | |
| NeuTraLAD2026.05 | 0.7127 | |
| DeepSVDD2026.02 | 0.712 | |
| ICL2026.05 | 0.7115 | |
| LUNAR2026.05 | 0.7089 | |
| LOF2026.05 | 0.6797 | |
| REPEN2026.02 | 0.6 | |
| DTE2026.02 | 0.5912 | |
| GOAD2026.02 | 0.581 | |
| AutoEncoder2026.02 | 0.5682 | |
| DeepSVDD2026.05 | 0.5022 | |
| OCSVM2026.05 | 0.5 |