Personalized Federated Learning Vulnerability Assessment on CIFAR-10
3.84Average Attack DeviationGPFL
Evaluation results
| Method | Links | |
|---|---|---|
| GPFLSharing=Partial model sharing, Attack=PGD, Epsilon=8/2552026.06 | 3.84 | |
| FedRepSharing=Partial model sharing, Attack=PGD, Epsilon=8/2552026.06 | 3.9 | |
| FedBABUSharing=Partial model sharing, Attack=PGD, Epsilon=8/2552026.06 | 4.51 | |
| FedCACSharing=Partial model sharing, Attack=PGD, Epsilon=8/2552026.06 | 38.48 | |
| FedASSharing=Partial model sharing, Attack=PGD, Epsilon=8/2552026.06 | 50.49 | |
| SCAFFOLDSharing=Full model sharing, Attack=PGD, Epsilon=8/2552026.06 | 54.76 | |
| FedProxSharing=Full model sharing, Attack=PGD, Epsilon=8/2552026.06 | 63.44 | |
| FedBNSharing=Partial model sharing, Attack=PGD, Epsilon=8/2552026.06 | 67.71 |