Tabular Anomaly Detection on Cardio
0.968AUC-ROCPCA
Evaluation Results
| Method | Links | |
|---|---|---|
| PCA2026.02 | 0.968 | |
| RCA2026.02 | 0.955 | |
| ECOD2026.02 | 0.949 | |
| ICAD-LLMAD Method Category=Task-Specific, Backbone=Qwen2.5-0.5B, Reference Set Size (K)=52025.12 | 0.9469 | |
| MCMAD Method Category=Task-Specific2025.12 | 0.9434 | |
| CausalTAD-135Mbackbone=SmolLM-135M2026.02 | 0.94 | |
| IForest2026.02 | 0.934 | |
| DIF2026.05 | 0.9244 | |
| ICAD-LLMAD Method Category=Universal, Backbone=Qwen2.5-0.5B, Reference Set Size (K)=52025.12 | 0.9103 | |
| KNN2026.02 | 0.907 | |
| EPHAD2026.05 | 0.9002 | |
| DTE2026.02 | 0.9 | |
| AnoLLM-135Mbackbone=SmolLM-135M2026.02 | 0.891 | |
| TTAD2026.05 | 0.8691 | |
| GOADAD Method Category=Task-Specific2025.12 | 0.8627 | |
| ECOD2026.05 | 0.8388 | |
| DeepSVDD2026.02 | 0.828 | |
| RTTAD2026.05 | 0.8199 | |
| SLAD2026.02 | 0.807 | |
| IForestAD Method Category=Task-Specific2025.12 | 0.7967 | |
| ICL2026.02 | 0.792 | |
| NeuTral2026.02 | 0.749 | |
| REPEN2026.02 | 0.724 | |
| SLAD2026.05 | 0.7109 | |
| OCSVM2026.05 | 0.6929 | |
| GOAD2026.02 | 0.688 | |
| MCM2026.05 | 0.6849 | |
| DAGMMAD Method Category=Task-Specific2025.12 | 0.6661 | |
| ACRAD Method Category=Universal2025.12 | 0.6551 | |
| LOF2026.05 | 0.6497 | |
| GOAD2026.05 | 0.6489 | |
| ICL2026.05 | 0.6479 | |
| DRL2026.05 | 0.6418 | |
| NeuTraL ADAD Method Category=Universal2025.12 | 0.6375 | |
| UniADAD Method Category=Universal2025.12 | 0.6271 | |
| DeepSVDD2026.05 | 0.6019 | |
| Iforest2026.05 | 0.5943 | |
| NeuTraLAD2026.05 | 0.5901 | |
| LUNAR2026.05 | 0.5633 |