Anomaly Detection on SMS Spam
95.69ROC-AUCMaskDiff-AD
Evaluation results
| Method | Links | ||
|---|---|---|---|
| MaskDiff-ADVariant=Parametric2026.05 | 95.69 | 72.15 | |
| DATE2026.05 | 93.98 | 61.12 | |
| Isolation Forest2026.05 | 88.47 | 34.75 | |
| Hamming-kNN2026.05 | 87.26 | 32.7 | |
| COPOD2026.05 | 86.77 | 31.76 | |
| ECOD2026.05 | 86.07 | 31.31 | |
| LOFEmbeddings=OpenAI2026.05 | 78.62 | 24.5 | |
| LOFEmbeddings=BERT2026.05 | 71.9 | 18.37 | |
| LUNAREmbeddings=OpenAI2026.05 | 71.89 | 16.4 | |
| LUNAREmbeddings=BERT2026.05 | 69.53 | 18.17 | |
| AEEmbeddings=BERT2026.05 | 69.18 | 19.14 | |
| FATE2026.05 | 62.62 | 12.57 | |
| VAEEmbeddings=BERT2026.05 | 60.82 | 13.6 | |
| DeepSVDDEmbeddings=BERT2026.05 | 58.59 | 11.78 | |
| SO-GAALEmbeddings=OpenAI2026.05 | 56.71 | 12.13 | |
| ECODEmbeddings=BERT2026.05 | 56.06 | 11.56 | |
| AEEmbeddings=OpenAI2026.05 | 55.11 | 10.3 | |
| iForestEmbeddings=BERT2026.05 | 50.53 | 9.94 | |
| CVDD2026.05 | 47.82 | 7.12 | |
| ECODEmbeddings=OpenAI2026.05 | 43.17 | 8.21 | |
| VAEEmbeddings=OpenAI2026.05 | 42.59 | 8.12 | |
| iForestEmbeddings=OpenAI2026.05 | 37.51 | 7.72 | |
| DeepSVDDEmbeddings=OpenAI2026.05 | 34.91 | 7.21 | |
| SO-GAALEmbeddings=BERT2026.05 | 33.28 | 7.14 |