One-run privacy auditing on CIFAR10
100Mean TPR @ 0.05 FPRIBIS reg.
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| IBIS reg.Crafting architecture=WRN16-42026.05 | 100 | 0 | 100 | |
| Random + FlipCrafting architecture=ResNet92026.05 | 86 | 0.34 | 100 | |
| IBIS reg.Crafting architecture=ResNet92026.05 | 84 | 0.31 | 100 | |
| Boglioni et al.Crafting architecture=ResNet92026.05 | 82 | 0.24 | 95 | |
| IBIS no reg.Crafting architecture=ResNet92026.05 | 34 | 0.19 | 29 | |
| IBIS no reg.Crafting architecture=WRN16-42026.05 | 32 | 0.35 | 16 | |
| RandomCrafting architecture=ResNet92026.05 | 5 | 0.01 | 5 |