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ResearchFormerly WizWand

Out-of-Distribution Detection on C19 LLM-Att (attack)

94.4AccuracyMahalanobis
73.49678.92384.3589.777Aug 4, 2025
Updated 3mo ago

Evaluation results

MethodLinks
Mahalanobism=7682025.0894.4
ϵ-rectFeature-selection criterion=p-values, m=52025.0894.2
ϵ-ballFeature-selection criterion=EVR, m=72025.0893.7
ϵ-cubeFeature-selection criterion=EVR, m=62025.0893.7
ϵ-rectFeature-selection criterion=EVR, m=42025.0893.7
ϵ-ballFeature-selection criterion=p-values, m=132025.0893.7
ViMm=7682025.0893.7
ϵ-cubeFeature-selection criterion=p-values, m=152025.0892.2
LogRegFeature-selection criterion=EVR, m=1402025.0890.3
SVMFeature-selection criterion=EVR, m=1432025.0890.3
SVMFeature-selection criterion=p-values, m=1362025.0889.3
LogRegFeature-selection criterion=p-values, m=1252025.0886.4
ODINm=7682025.0884.9
GMMFeature-selection criterion=EVR, m=402025.0880.6
GMMFeature-selection criterion=p-values, m=652025.0879.1
kNNm=7682025.0874.3