Tabular Anomaly Detection on Pendigits
99.9AUC-ROCKNN
Evaluation results
| Method | Links | |
|---|---|---|
| KNN2026.02 | 99.9 | |
| CTADBase Detector=DRL2026.02 | 99.9 | |
| CTADBase Detector=KNN2026.02 | 99.88 | |
| NPT-AD2025.10 | 99.87 | |
| DRL2025.10 | 99.79 | |
| ICAD-LLMMethod Category=Task-Specific2025.12 | 99.68 | |
| CTADBase Detector=MCM2026.02 | 99.6 | |
| DRL2026.02 | 99.44 | |
| LLM-DASMethod Variant=DRL2025.10 | 99.41 | |
| AutoEncoder2026.02 | 99.37 | |
| AutoEncoder2025.10 | 99.37 | |
| MCM2026.02 | 99.19 | |
| MCM2025.10 | 99.19 | |
| KNN2026.02 | 99.06 | |
| KNN2025.10 | 99.06 | |
| LOF2025.10 | 99.05 | |
| NeuTraLAD2026.02 | 98.59 | |
| DTE2026.02 | 98.3 | |
| DTE2026.02 | 97.61 | |
| DTE2025.10 | 97.61 | |
| MCMMethod Category=Task-Specific2025.12 | 97.33 | |
| RCA2026.02 | 97.3 | |
| AnoLLMModel Size=135M2025.10 | 97.1 | |
| ICAD-LLMMethod Category=Universal2025.12 | 96.9 | |
| IForest2026.02 | 96.66 | |
| IForest2025.10 | 96.66 | |
| AnoLLMModel Size=360M2025.10 | 96.4 | |
| OCSVM2026.02 | 96.36 | |
| OCSVM2025.10 | 96.36 | |
| IForest2026.02 | 95.8 | |
| NeuTral2026.02 | 95.7 | |
| DIF2026.05 | 94.46 | |
| PCA2026.02 | 94.4 | |
| PCA2026.02 | 94.37 | |
| PCA2025.10 | 94.37 | |
| SLAD2026.02 | 94 | |
| ECOD2026.02 | 93 | |
| ECOD2026.02 | 92.95 | |
| ECOD2025.10 | 92.95 | |
| ICL2026.02 | 91.42 | |
| ICL2025.10 | 91.42 | |
| ICL2026.02 | 91.4 | |
| REPEN2026.02 | 89.9 | |
| AnoLLM-135Mbackbone=SmolLM-135M2026.02 | 89.2 | |
| CausalTAD-135Mbackbone=SmolLM-135M2026.02 | 89.2 | |
| EPHAD2026.05 | 89.16 | |
| GOADMethod Category=Task-Specific2025.12 | 86.5 | |
| IForestMethod Category=Task-Specific2025.12 | 84.97 | |
| OCSVM2026.05 | 80.33 | |
| TTAD2026.05 | 79.07 | |
| LLM-DASMethod Variant=PCA2025.10 | 73.93 | |
| DeepSVDD2026.02 | 73.9 | |
| ACRMethod Category=Universal2025.12 | 73.83 | |
| RTTAD2026.05 | 73.13 | |
| LOF2026.05 | 69.45 | |
| DAGMMMethod Category=Task-Specific2025.12 | 68.07 | |
| LUNAR2026.05 | 66.66 | |
| Iforest2026.05 | 64.61 | |
| MCM2026.05 | 64.47 | |
| ECOD2026.05 | 62.98 | |
| GOAD2026.05 | 60.16 | |
| SLAD2026.05 | 58.95 | |
| UniADMethod Category=Universal2025.12 | 58.89 | |
| ICL2026.05 | 57.63 | |
| NeuTraL ADMethod Category=Universal2025.12 | 54.29 | |
| DeepSVDD2026.05 | 52.52 | |
| NeuTraLAD2026.05 | 50.21 | |
| DRL2026.05 | 45.86 | |
| DeepSVDD2026.02 | 45.63 | |
| DeepSVDD2025.10 | 45.63 | |
| GOAD2026.02 | 21.41 | |
| GOAD2026.02 | 18.2 |