Out-of-Distribution Detection on SU LLM (attack)
93.8AccuracySVM
Evaluation Results
| Method | Links | |
|---|---|---|
| SVMFeature-selection criterion=p-values, m=1362025.08 | 93.8 | |
| SVMFeature-selection criterion=EVR, m=1432025.08 | 93.2 | |
| LogRegFeature-selection criterion=p-values, m=1252025.08 | 93.2 | |
| LogRegFeature-selection criterion=EVR, m=1402025.08 | 92.2 | |
| ODINm=7682025.08 | 90.6 | |
| GMMFeature-selection criterion=p-values, m=652025.08 | 87.5 | |
| ϵ-ballFeature-selection criterion=p-values, m=132025.08 | 87 | |
| ϵ-cubeFeature-selection criterion=p-values, m=152025.08 | 85.9 | |
| ϵ-rectFeature-selection criterion=p-values, m=52025.08 | 84.9 | |
| kNNm=7682025.08 | 77.1 | |
| ϵ-cubeFeature-selection criterion=EVR, m=62025.08 | 76 | |
| ϵ-ballFeature-selection criterion=EVR, m=72025.08 | 72.9 | |
| ϵ-rectFeature-selection criterion=EVR, m=42025.08 | 70.8 | |
| ViMm=7682025.08 | 70.8 | |
| Mahalanobism=7682025.08 | 66.2 | |
| GMMFeature-selection criterion=EVR, m=402025.08 | 59.4 |