Membership Inference Attack on CelebA
95.04AUCSimA-MC
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| SimA-MC#Query=30, #mc=302025.09 | 95.04 | 88.17 | 60 | |
| SimA-MC#Query=10, #mc=102025.09 | 94.13 | 86.9 | 59.23 | |
| SimA (⋆)#Query=12025.09 | 91.81 | 83.97 | 42.39 | |
| SimA-MC#Query=10, #mc=102025.09 | 91.55 | 83.56 | 39.76 | |
| PIA#Query=22025.09 | 91.53 | 83.65 | 41.21 | |
| SecMIstat#Query=122025.09 | 91.27 | 83.62 | 32 | |
| SimAFiltering setting=filtered (proposed ranking)2025.11 | 88.18 | 80.25 | 17.03 | |
| PIAFiltering setting=filtered (proposed ranking)2025.11 | 87.41 | 79.28 | 21.13 | |
| Loss#Query=12025.09 | 87.29 | 79.16 | 32.38 | |
| SecMIFiltering setting=filtered (proposed ranking)2025.11 | 86.74 | 78.92 | 16.47 | |
| SimAFiltering setting=none2025.11 | 84.66 | 77.04 | 11.09 | |
| SimA#Query=12025.09 | 84.66 | 77.04 | 11.09 | |
| PIAFiltering setting=none2025.11 | 83.36 | 75.87 | 9.41 | |
| PIA#Query=22025.09 | 83.36 | 75.87 | 9.41 | |
| SecMIFiltering setting=none2025.11 | 83.09 | 75.85 | 10.53 | |
| SecMIstat#Query=122025.09 | 83.09 | 75.85 | 10.53 | |
| SimAFiltering setting=random drop (40%)2025.11 | 83.05 | 75.69 | 10.2 | |
| PFAMImet#Query=202025.09 | 79.62 | 71.75 | 16.55 | |
| PFAMImat#Query=202025.09 | 75.5 | 68.31 | 7.98 | |
| LossFiltering setting=filtered (proposed ranking)2025.11 | 70.12 | 64.68 | 7.16 | |
| LossFiltering setting=none2025.11 | 68.65 | 63.47 | 6.39 | |
| Loss#Query=12025.09 | 68.65 | 63.47 | 6.39 |