Anomaly Detection on Email Spam
97.55ROC-AUCMaskDiff-AD
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| MaskDiff-ADVariant=Parametric2026.05 | 97.55 | 88.87 | |
| DATE2026.05 | 96.97 | 88.85 | |
| LUNAREmbeddings=OpenAI2026.05 | 93.43 | 58.1 | |
| CVDD2026.05 | 93.4 | 53.53 | |
| ECODEmbeddings=OpenAI2026.05 | 92.63 | 55.97 | |
| LOFEmbeddings=OpenAI2026.05 | 92.63 | 59.67 | |
| FATE2026.05 | 90.61 | 55.29 | |
| LUNAREmbeddings=BERT2026.05 | 84.17 | 35.71 | |
| AEEmbeddings=OpenAI2026.05 | 76.51 | 55.8 | |
| LOFEmbeddings=BERT2026.05 | 74.82 | 23.7 | |
| ECODEmbeddings=BERT2026.05 | 70.52 | 20.77 | |
| DeepSVDDEmbeddings=BERT2026.05 | 69.37 | 21.17 | |
| iForestEmbeddings=OpenAI2026.05 | 69.37 | 32.83 | |
| iForestEmbeddings=BERT2026.05 | 67.79 | 18.94 | |
| Isolation Forest2026.05 | 57.65 | 16.61 | |
| Hamming-kNN2026.05 | 56.68 | 27.11 | |
| ECOD2026.05 | 55.61 | 19.39 | |
| COPOD2026.05 | 53.46 | 18.31 | |
| VAEEmbeddings=OpenAI2026.05 | 52.73 | 56.04 | |
| AEEmbeddings=BERT2026.05 | 47.39 | 29.37 | |
| VAEEmbeddings=BERT2026.05 | 47.37 | 22.47 | |
| SO-GAALEmbeddings=BERT2026.05 | 44.4 | 11.3 | |
| SO-GAALEmbeddings=OpenAI2026.05 | 44.4 | 10.96 | |
| DeepSVDDEmbeddings=OpenAI2026.05 | 44.15 | 11.95 |