Membership Inference on CIFAR10 Half (test)
3.16Loss SeriesCoFedMID
Evaluation Results
| Method | Links | |||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| CoFedMIDCase=Half, Backbone=ResNet182026.01 | 3.16 | 0.33 | 0.23 | 0.77 | 0.22 | 0.44 | 1.74 | 1.13 | -3 | |
| GradSparseCase=Half, Backbone=ResNet182026.01 | 8.46 | 0.11 | 0.09 | 0.1 | 0.48 | 0.13 | 6.05 | 2.64 | 2 | |
| MixupCase=Half, Backbone=ResNet182026.01 | 9.97 | 4.02 | 3.55 | 6.24 | 3.99 | 1.06 | 0.72 | 3.22 | -12 | |
| GradNoiseCase=Half, Backbone=ResNet182026.01 | 10.95 | 0.17 | 0.34 | 0.44 | 0.17 | 0.42 | 5.22 | 1.61 | 0 | |
| RelaxLossCase=Half, Backbone=ResNet182026.01 | 12.01 | 0.76 | 0.19 | 0.9 | 1.63 | 0.27 | 3.38 | 1.28 | -7 | |
| DPSGDCase=Half, Backbone=ResNet182026.01 | 13.55 | 0.91 | 0.68 | 0.57 | 0.24 | 0.38 | 7.85 | 2.64 | -9 | |
| HAMPCase=Half, Backbone=ResNet182026.01 | 14.09 | 6.86 | 0.75 | 7.7 | 0.54 | 0.58 | 9.89 | 5.49 | -1 |