Membership Inference Attack on CIFAR-10 (train)
0.51Spearman Corr (LiRA Score)Generalized Leverage Scores (GLS)
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| Generalized Leverage Scores (GLS)Differentiation depth=2 last layers2026.02 | 0.51 | 0.41 | 0.28 | 0.06 | |
| Generalized Leverage Scores (GLS)Differentiation depth=4 last layers2026.02 | 0.51 | 0.41 | 0.28 | 0.07 | |
| Generalized Leverage Scores (GLS)Differentiation depth=full model2026.02 | 0.51 | 0.41 | 0.29 | 0.06 | |
| Generalized Leverage Scores (GLS)Differentiation depth=last layer2026.02 | 0.5 | 0.4 | 0.27 | 0.06 |