Membership Inference on CIFAR-10
0.885AUCLeakBoost
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| LeakBoostTarget Architecture=AlexNet2026.02 | 0.885 | 2,015 | 305 | 0.0011 | |
| LeakBoostTarget Architecture=ViT-42026.02 | 0.811 | 1,180 | 239 | 0.0007 | |
| SIFTarget Architecture=ResNet-182026.02 | 0.586 | 110 | 13 | 0.0001 | |
| GLiRTarget Architecture=ResNet-182026.02 | 0.584 | 118 | 13 | 0.0001 | |
| GLiRTarget Architecture=AlexNet2026.02 | 0.578 | 128 | 11 | 0.0001 | |
| LAEQTarget Architecture=AlexNet2026.02 | 0.572 | 95 | 6 | 0 | |
| SIFTarget Architecture=AlexNet2026.02 | 0.568 | 93 | 13 | 0 | |
| IATarget Architecture=ResNet-182026.02 | 0.56 | 125 | 11 | 0.0001 | |
| SIFTarget Architecture=DenseNet2026.02 | 0.558 | 115 | 8 | 0.0001 | |
| GLiRTarget Architecture=DenseNet2026.02 | 0.557 | 124 | 15 | 0.0001 | |
| LAEQTarget Architecture=DenseNet2026.02 | 0.549 | 125 | 13 | 0.0001 | |
| LAEQTarget Architecture=ResNet-182026.02 | 0.548 | 117 | 6 | 0 | |
| LeakBoostTarget Architecture=DenseNet2026.02 | 0.546 | 224 | 37 | 0.0001 | |
| IATarget Architecture=DenseNet2026.02 | 0.54 | 123 | 11 | 0.0001 | |
| GLiRTarget Architecture=ViT-42026.02 | 0.534 | 91 | 6 | 0 | |
| LeakBoostTarget Architecture=ResNet-182026.02 | 0.53 | 95 | 8 | 0 | |
| SIFTarget Architecture=ViT-42026.02 | 0.527 | 93 | 10 | 0 | |
| LAEQTarget Architecture=ViT-42026.02 | 0.503 | 101 | 14 | 0.0001 | |
| IATarget Architecture=AlexNet2026.02 | 0.501 | 78 | 0 | 0 | |
| IATarget Architecture=ViT-42026.02 | 0.495 | 76 | 6 | 0 |