Membership Inference Attack on MNIST (SGD/DP-SGD Metrics)
72.5MIA Accuracy (SGD)DP-SGD
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| DP-SGDModel=S-CNN, Index of Intermediate Convolutional-Layer=1, 22026.02 | 72.5 | 67.2 | 70.9 | |
| Auto-S/NSGDModel=S-CNN, Index of Intermediate Convolutional-Layer=1, 22026.02 | 72.5 | 66.6 | 70 | |
| DP-PSACModel=S-CNN, Index of Intermediate Convolutional-Layer=1, 22026.02 | 72.5 | 67.7 | 71.8 | |
| LM-DP-SGDModel=S-CNN, Index of Intermediate Convolutional-Layer=1, 22026.02 | 72.5 | 68.3 | 69.2 |