Membership Inference on CIFAR10 Pair (test)
1.47LossCoFedMID
Evaluation Results
| Method | Links | |||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| CoFedMIDCase=Pair, Backbone=ResNet182026.01 | 1.47 | 0 | 0.03 | 0.07 | 0.04 | 0.12 | 0.52 | 0.32 | -1 | |
| RelaxLossCase=Pair, Backbone=ResNet182026.01 | 6.56 | 0 | 0 | 0.3 | 0.9 | 0.35 | 3.39 | 1.64 | -1 | |
| No DefenseCase=N/A, Backbone=ResNet182026.01 | 8.52 | 0.34 | 0.6 | 1.17 | 0.75 | 0.35 | 7.34 | 2.44 | 75 | |
| GradNoiseCase=Pair, Backbone=ResNet182026.01 | 9.9 | 0.26 | 3.74 | 5.97 | 0.2 | 0.34 | 2.91 | 3.33 | -6 | |
| GradSparseCase=Pair, Backbone=ResNet182026.01 | 10.23 | 0.36 | 0.14 | 0.46 | 0.51 | 0.58 | 8.03 | 2.9 | 2 | |
| MixupCase=Pair, Backbone=ResNet182026.01 | 10.86 | 5.98 | 8.83 | 11.72 | 2.42 | 0.02 | 0.1 | 5.7 | 0 | |
| DPSGDCase=Pair, Backbone=ResNet182026.01 | 11.82 | 1.23 | 2.85 | 0.32 | 0.15 | 0.33 | 4.2 | 2.99 | -3 | |
| HAMPCase=Pair, Backbone=ResNet182026.01 | 12.34 | 4.99 | 0.65 | 5.14 | 0.06 | 0.3 | 9.45 | 4.7 | 1 |