Tabular Anomaly Detection on Lymphography
1AUC-ROCCausalTAD
Evaluation results
| Method | Links | |
|---|---|---|
| CausalTADBackbone=SmolLM-135M2026.02 | 1 | |
| CausalTADBackbone=SmolLM-360M2026.02 | 1 | |
| AnoLLMBackbone=SmolLM-360M2026.02 | 0.995 | |
| CausalTAD-135Mbackbone=SmolLM-135M2026.02 | 0.993 | |
| RCA2026.02 | 0.979 | |
| AnoLLMBackbone=SmolLM-135M2026.02 | 0.968 | |
| AnoLLM-135Mbackbone=SmolLM-135M2026.02 | 0.968 | |
| SLAD2026.02 | 0.964 | |
| SLAD2026.02 | 0.964 | |
| RCA2026.02 | 0.919 | |
| DTE2026.02 | 0.909 | |
| DTE2026.02 | 0.909 | |
| DeepSVDD2026.02 | 0.899 | |
| DeepSVDD2026.02 | 0.899 | |
| KNN2026.02 | 0.86 | |
| KNN2026.02 | 0.86 | |
| NeuTral2026.02 | 0.847 | |
| NeuTral2026.02 | 0.847 | |
| ECOD2026.02 | 0.83 | |
| ECOD2026.02 | 0.83 | |
| ICL2026.02 | 0.827 | |
| ICL2026.02 | 0.827 | |
| PCA2026.02 | 0.826 | |
| PCA2026.02 | 0.826 | |
| GOAD2026.02 | 0.817 | |
| GOAD2026.02 | 0.817 | |
| REPEN2026.02 | 0.808 | |
| REPEN2026.02 | 0.808 | |
| IForest2026.02 | 0.673 | |
| IForest2026.02 | 0.673 |