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ResearchFormerly WizWand

Anomaly Detection on Email Spam

97.55ROC-AUCMaskDiff-AD
42.01456.43270.8585.268May 28, 2026
Updated 5mo ago

Evaluation results

MethodLinks
MaskDiff-ADVariant=Parametric2026.0597.5588.87
DATE2026.0596.9788.85
LUNAREmbeddings=OpenAI2026.0593.4358.1
CVDD2026.0593.453.53
ECODEmbeddings=OpenAI2026.0592.6355.97
LOFEmbeddings=OpenAI2026.0592.6359.67
FATE2026.0590.6155.29
LUNAREmbeddings=BERT2026.0584.1735.71
AEEmbeddings=OpenAI2026.0576.5155.8
LOFEmbeddings=BERT2026.0574.8223.7
ECODEmbeddings=BERT2026.0570.5220.77
DeepSVDDEmbeddings=BERT2026.0569.3721.17
iForestEmbeddings=OpenAI2026.0569.3732.83
iForestEmbeddings=BERT2026.0567.7918.94
Isolation Forest2026.0557.6516.61
Hamming-kNN2026.0556.6827.11
ECOD2026.0555.6119.39
COPOD2026.0553.4618.31
VAEEmbeddings=OpenAI2026.0552.7356.04
AEEmbeddings=BERT2026.0547.3929.37
VAEEmbeddings=BERT2026.0547.3722.47
SO-GAALEmbeddings=BERT2026.0544.411.3
SO-GAALEmbeddings=OpenAI2026.0544.410.96
DeepSVDDEmbeddings=OpenAI2026.0544.1511.95