Membership Inference Attack on CIFAR-10 (TPR Specific Points)
62TPR @ 0.01% FPRReproMIA
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| ReproMIABackbone=WRN28-102026.03 | 62 | 2.2 | 9.2 | |
| ReproMIABackbone=VGG-162026.03 | 47 | 1.77 | 7.56 | |
| WatsonBackbone=WRN28-102026.03 | 46 | 0.98 | 3.73 | |
| LDC-MIABackbone=WRN28-102026.03 | 46 | 1.86 | 8.49 | |
| LDC-MIABackbone=VGG-162026.03 | 26 | 1.24 | 6.75 | |
| WatsonBackbone=VGG-162026.03 | 14 | 0.94 | 4.42 | |
| YeomBackbone=WRN28-102026.03 | 2 | 0.16 | 1.56 | |
| SalemBackbone=WRN28-102026.03 | 1 | 0.15 | 1.47 | |
| SalemBackbone=VGG-162026.03 | 1 | 0.13 | 1.33 | |
| YeomBackbone=VGG-162026.03 | 1 | 0.15 | 1.49 |