Membership Inference Attack on CIFAR100
52.1MIA Accuracy (SGD)DP-SGD
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| DP-SGDModel=ResNet-18, Index of Intermediate Convolutional-Layer=1, 5, 10, 15, 172026.02 | 52.1 | 49.7 | 64.7 | |
| Auto-S/NSGDModel=ResNet-18, Index of Intermediate Convolutional-Layer=1, 5, 10, 15, 172026.02 | 52.1 | 49.9 | 63.9 | |
| DP-PSACModel=ResNet-18, Index of Intermediate Convolutional-Layer=1, 5, 10, 15, 172026.02 | 52.1 | 49 | 63.1 | |
| LM-DP-SGDModel=ResNet-18, Index of Intermediate Convolutional-Layer=1, 5, 10, 15, 172026.02 | 52.1 | 52.5 | 61.8 |