Membership Inference Attack on ImageNet (AUC, ASR, TPR@1%FPR)
72.55AUCSimA
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| SimAFiltering setting=filtered (proposed ranking)2025.11 | 72.55 | 67.01 | 7.77 | |
| SimA-MC#Query=10, #mc=102025.09 | 71.13 | 65.95 | 7.44 | |
| SecMIFiltering setting=filtered (proposed ranking)2025.11 | 71.02 | 65.88 | 7.49 | |
| PIAFiltering setting=filtered (proposed ranking)2025.11 | 70.74 | 65.58 | 4.75 | |
| LossFiltering setting=filtered (proposed ranking)2025.11 | 69.99 | 64.68 | 7.01 | |
| SimAFiltering setting=none2025.11 | 69.62 | 64.92 | 3.87 | |
| SimA#Query=12025.09 | 69.62 | 64.92 | 3.87 | |
| SimAFiltering setting=random drop (40%)2025.11 | 69.3 | 64.9 | 4.16 | |
| SecMIFiltering setting=none2025.11 | 68.21 | 63.44 | 3.71 | |
| SecMIstat#Query=122025.09 | 68.21 | 63.44 | 3.71 | |
| LossFiltering setting=none2025.11 | 67.49 | 63.16 | 4.09 | |
| Loss#Query=12025.09 | 67.49 | 63.16 | 4.09 | |
| PFAMImat#Query=202025.09 | 67.44 | 63.05 | 3.74 | |
| PIAFiltering setting=none2025.11 | 66.09 | 62.52 | 2.95 | |
| PIA#Query=22025.09 | 66.09 | 62.52 | 2.95 |