Privacy Auditing on CIFAR10 (test)
3MeanRandom
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| RandomTarget Epsilon=1, Crafting Architecture=ResNet92026.05 | 3 | 6 | 0 | |
| Random + FlipTarget Epsilon=2, Crafting Architecture=ResNet92026.05 | 5 | 7 | 0 | |
| IBIS no reg.Target Epsilon=1, Crafting Architecture=CNN2026.05 | 8 | 18 | 0 | |
| Boglioni et al.Target Epsilon=1, Crafting Architecture=ResNet92026.05 | 11 | 17 | 6 | |
| RandomTarget Epsilon=2, Crafting Architecture=ResNet92026.05 | 12 | 14 | 7 | |
| IBIS reg.Target Epsilon=1, Crafting Architecture=CNN2026.05 | 12 | 24 | 3 | |
| Random + FlipTarget Epsilon=1, Crafting Architecture=ResNet92026.05 | 18 | 16 | 17 | |
| RandomTarget Epsilon=4, Crafting Architecture=ResNet92026.05 | 19 | 22 | 12 | |
| IBIS reg.Target Epsilon=2, Crafting Architecture=CNN2026.05 | 19 | 34 | 6 | |
| IBIS no reg.Target Epsilon=2, Crafting Architecture=ResNet92026.05 | 21 | 15 | 21 | |
| IBIS reg.Target Epsilon=1, Crafting Architecture=ResNet92026.05 | 21 | 17 | 21 | |
| RandomTarget Epsilon=10, Crafting Architecture=ResNet92026.05 | 22 | 33 | 13 | |
| IBIS no reg.Target Epsilon=10, Crafting Architecture=ResNet92026.05 | 23 | 18 | 22 | |
| Random + FlipTarget Epsilon=10, Crafting Architecture=ResNet92026.05 | 24 | 32 | 9 | |
| Random + FlipTarget Epsilon=4, Crafting Architecture=ResNet92026.05 | 24 | 34 | 8 | |
| IBIS no reg.Target Epsilon=10, Crafting Architecture=CNN2026.05 | 25 | 21 | 30 | |
| IBIS reg.Target Epsilon=2, Crafting Architecture=ResNet92026.05 | 25 | 34 | 12 | |
| IBIS no reg.Target Epsilon=2, Crafting Architecture=CNN2026.05 | 27 | 30 | 18 | |
| IBIS no reg.Target Epsilon=1, Crafting Architecture=ResNet92026.05 | 27 | 23 | 25 | |
| IBIS no reg.Target Epsilon=4, Crafting Architecture=ResNet92026.05 | 34 | 16 | 40 | |
| IBIS no reg.Target Epsilon=4, Crafting Architecture=CNN2026.05 | 38 | 30 | 37 | |
| IBIS reg.Target Epsilon=4, Crafting Architecture=ResNet92026.05 | 40 | 37 | 36 | |
| Boglioni et al.Target Epsilon=2, Crafting Architecture=ResNet92026.05 | 40 | 28 | 32 | |
| IBIS reg.Target Epsilon=10, Crafting Architecture=ResNet92026.05 | 45 | 27 | 38 | |
| IBIS reg.Target Epsilon=10, Crafting Architecture=CNN2026.05 | 50 | 15 | 49 | |
| Boglioni et al.Target Epsilon=4, Crafting Architecture=ResNet92026.05 | 55 | 21 | 55 | |
| IBIS reg.Target Epsilon=4, Crafting Architecture=CNN2026.05 | 59 | 28 | 58 | |
| Boglioni et al.Target Epsilon=10, Crafting Architecture=ResNet92026.05 | 60 | 39 | 51 |