Membership Inference Attack on CIFAR10 (TPR @ 0.05 FPR)
25Mean TPR @ 0.05 FPRIBIS reg.
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| IBIS reg.Craft. arch.=CNN2026.05 | 25 | 5 | 23 | |
| Boglioni et al.Craft. arch.=ResNet92026.05 | 21 | 5 | 21 | |
| Random + FlipCraft. arch.=ResNet92026.05 | 18 | 4 | 18 | |
| IBIS reg.Craft. arch.=ResNet92026.05 | 14 | 5 | 12 | |
| IBIS no reg.Craft. arch.=CNN2026.05 | 13 | 7 | 13 | |
| IBIS no reg.Craft. arch.=ResNet92026.05 | 9 | 3 | 8 | |
| RandomCraft. arch.=ResNet92026.05 | 5 | 2 | 6 |