Membership Inference on CIFAR-100 (Differential Metrics)
0Delta AUCBaVarIA-n
Evaluation results
| Method | Links | ||
|---|---|---|---|
| BaVarIA-nBackbone=ResNet-18, Shadow Models (K)=254, Replicates=322026.03 | 0 | 0 | |
| BaVarIA-tBackbone=ResNet-18, Shadow Models (K)=254, Replicates=322026.03 | 0 | 0 | |
| BaVarIA-nBackbone=WideResNet, Shadow Models (K)=254, Replicates=322026.03 | 0 | 0.001 | |
| BaVarIA-tBackbone=WideResNet, Shadow Models (K)=254, Replicates=322026.03 | 0 | 0 | |
| BASE3Backbone=WideResNet, Shadow Models (K)=254, Replicates=322026.03 | 0.002 | 0.003 | |
| BASE3Backbone=ResNet-18, Shadow Models (K)=254, Replicates=322026.03 | 0.004 | 0.022 | |
| RMIABackbone=WideResNet, Shadow Models (K)=254, Replicates=322026.03 | 0.029 | 0.056 | |
| RMIABackbone=ResNet-18, Shadow Models (K)=254, Replicates=322026.03 | 0.049 | 0.247 |