Membership Inference Attack on CIFAR-10 10% random removal 1.0 (MIA)
11.63EfficacyCU
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| CUBackbone=ResNet-18, Comp. Cost (PFLOPs)=3.362025.09 | 11.63 | 0.61 | 0.61 | |
| SalUnBackbone=ResNet-18, Comp. Cost (PFLOPs)=8.662025.09 | 11.15 | 0.13 | 0.59 | |
| RetrainBackbone=ResNet-18, Comp. Cost (PFLOPs)=27.372025.09 | 11.02 | 0 | 0 | |
| ℓ1-sparseBackbone=ResNet-18, Comp. Cost (PFLOPs)=6.922025.09 | 10.97 | 0.05 | 0.38 | |
| CoUnBackbone=ResNet-18, Comp. Cost (PFLOPs)=8.022025.09 | 10.81 | 0.21 | 0.25 | |
| NoTBackbone=ResNet-18, Comp. Cost (PFLOPs)=7.522025.09 | 10.45 | 0.57 | 0.3 | |
| BadTBackbone=ResNet-18, Comp. Cost (PFLOPs)=9.892025.09 | 10.1 | 0.92 | 1.58 | |
| SCRUBBackbone=ResNet-18, Comp. Cost (PFLOPs)=8.932025.09 | 9.53 | 1.49 | 0.62 | |
| FTBackbone=ResNet-18, Comp. Cost (PFLOPs)=6.322025.09 | 9.51 | 1.51 | 0.65 | |
| NegGrad+Backbone=ResNet-18, Comp. Cost (PFLOPs)=6.022025.09 | 9.09 | 1.93 | 0.58 | |
| SSDBackbone=ResNet-18, Comp. Cost (PFLOPs)=0.062025.09 | 0.62 | 10.4 | 3.83 |