Membership Inference Attack Defense on TinyImageNet (Half)
0.52LossCoFedMID
Evaluation results
| Method | Links | |||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| CoFedMIDBackbone=ResNet182026.01 | 0.52 | 0.51 | 0.5 | 0.53 | 0.56 | 0.55 | 0.61 | 0.52 | -0.02 | |
| DPSGDBackbone=ResNet182026.01 | 0.53 | 0.54 | 0.53 | 0.53 | 0.59 | 0.51 | 0.86 | 0.55 | -0.25 | |
| MixupBackbone=ResNet182026.01 | 0.53 | 0.57 | 0.56 | 0.55 | 0.58 | 0.52 | 0.92 | 0.56 | -0.09 | |
| HAMPBackbone=ResNet182026.01 | 0.53 | 0.5 | 0.64 | 0.5 | 0.58 | 0.52 | 0.99 | 0.58 | -0.11 | |
| GradNoiseBackbone=ResNet182026.01 | 0.6 | 0.71 | 0.66 | 0.67 | 0.5 | 0.68 | 0.95 | 0.68 | -0.02 | |
| RelaxLossBackbone=ResNet182026.01 | 0.64 | 0.73 | 0.77 | 0.81 | 0.55 | 0.72 | 0.97 | 0.74 | -0.02 | |
| GradSparseBackbone=ResNet182026.01 | 0.65 | 0.78 | 0.78 | 0.82 | 0.54 | 0.71 | 0.97 | 0.75 | 0 |