Membership Inference on CIFAR-10 (Delta Metrics)
0.037Delta AUCRMIA
Evaluation results
| Method | Links | ||
|---|---|---|---|
| RMIABackbone=WideResNet, Shadow Models (K)=254, Replicates=322026.03 | 0.037 | 0.029 | |
| BASE3Backbone=ResNet-18, Shadow Models (K)=254, Replicates=322026.03 | 0.003 | 0.001 | |
| RMIABackbone=ResNet-18, Shadow Models (K)=254, Replicates=322026.03 | 0.002 | 0.002 | |
| BASE3Backbone=WideResNet, Shadow Models (K)=254, Replicates=322026.03 | 0.001 | 0.002 | |
| 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 | |
| BaVarIA-tBackbone=WideResNet, Shadow Models (K)=254, Replicates=322026.03 | 0 | 0 |