Tabular Anomaly Detection on Ionosphere
99.21AUC-ROCCTAD
Evaluation Results
| Method | Links | |
|---|---|---|
| CTADBase Detector=DRL2026.02 | 99.21 | |
| ICAD-LLMMethod Category=Task-Specific2025.12 | 99.18 | |
| DRL2026.02 | 98.41 | |
| DTE2026.02 | 98 | |
| ICAD-LLMMethod Category=Universal2025.12 | 97.64 | |
| MCM2026.02 | 97.26 | |
| ICL2026.02 | 97.1 | |
| MCMMethod Category=Task-Specific2025.12 | 96.91 | |
| CTADBase Detector=MCM2026.02 | 96.87 | |
| IForest2026.02 | 96.83 | |
| ICL2026.02 | 96.6 | |
| DeepSVDD2026.02 | 96.4 | |
| ECOD2026.02 | 95.69 | |
| TTAD2026.05 | 95.46 | |
| DTE2026.02 | 95.42 | |
| SLAD2026.02 | 95.4 | |
| NeuTral2026.02 | 95.4 | |
| NeuTraLAD2026.02 | 94.53 | |
| CTADBase Detector=KNN2026.02 | 93.31 | |
| KNN2026.02 | 93.3 | |
| GOAD2026.02 | 92.6 | |
| KNN2026.02 | 91.67 | |
| RCA2026.02 | 91 | |
| SODlabeled outliers=52025.12 | 90 | |
| GOAD2026.02 | 89.93 | |
| GOADMethod Category=Task-Specific2025.12 | 89.26 | |
| PCA2026.02 | 88.1 | |
| OCSVM2026.02 | 87.65 | |
| PCA2026.02 | 87.65 | |
| DeepSVDD2026.02 | 85.52 | |
| REPENlabeled outliers=52025.12 | 84.6 | |
| IForestlabeled outliers=52025.12 | 84.3 | |
| IForest2026.02 | 84.1 | |
| DeepSADlabeled outliers=52025.12 | 81.8 | |
| DRL2026.05 | 81.12 | |
| ACRMethod Category=Universal2025.12 | 80.94 | |
| MCM2026.05 | 78.85 | |
| CODlabeled outliers=52025.12 | 78.5 | |
| WFRDAlabeled outliers=52025.12 | 78.4 | |
| DeepSVDDlabeled outliers=52025.12 | 77 | |
| ECOD2026.02 | 76.1 | |
| NeuTraL ADMethod Category=Universal2025.12 | 75.75 | |
| IForestMethod Category=Task-Specific2025.12 | 75.59 | |
| DIF2026.05 | 75.59 | |
| RTTAD2026.05 | 74.46 | |
| ECODlabeled outliers=52025.12 | 72.8 | |
| EPHAD2026.05 | 71.77 | |
| LUNAR2026.05 | 70.48 | |
| DAGMMMethod Category=Task-Specific2025.12 | 69.49 | |
| SLAD2026.05 | 68.85 | |
| UniADMethod Category=Universal2025.12 | 66.08 | |
| Iforest2026.05 | 65.87 | |
| OCSVM2026.05 | 65.87 | |
| REPEN2026.02 | 65 | |
| LOF2026.05 | 64.07 | |
| ICL2026.05 | 63.71 | |
| DevNetlabeled outliers=52025.12 | 63.7 | |
| NeuTraLAD2026.05 | 63.42 | |
| GOAD2026.05 | 62.88 | |
| AutoEncoder2026.02 | 62.31 | |
| FEAWADlabeled outliers=52025.12 | 61.7 | |
| PReNetlabeled outliers=52025.12 | 59.7 | |
| ECOD2026.05 | 56.64 | |
| DeepSVDD2026.05 | 55.01 | |
| CausalTAD-135Mbackbone=SmolLM-135M2026.02 | 25.2 | |
| AnoLLM-135Mbackbone=SmolLM-135M2026.02 | 12.7 |