Personalized Federated Learning Vulnerability Assessment on GTSRB
2.34Average Attack Deviation (AD)GPFL
Evaluation results
| Method | Links | |
|---|---|---|
| GPFLSharing=Partial model sharing, Attack=PGD, Epsilon=8/2552026.06 | 2.34 | |
| FedBABUSharing=Partial model sharing, Attack=PGD, Epsilon=8/2552026.06 | 2.4 | |
| FedRepSharing=Partial model sharing, Attack=PGD, Epsilon=8/2552026.06 | 4.81 | |
| FedASSharing=Partial model sharing, Attack=PGD, Epsilon=8/2552026.06 | 63.75 | |
| FedCACSharing=Partial model sharing, Attack=PGD, Epsilon=8/2552026.06 | 74.89 | |
| SCAFFOLDSharing=Full model sharing, Attack=PGD, Epsilon=8/2552026.06 | 78.01 | |
| FedProxSharing=Full model sharing, Attack=PGD, Epsilon=8/2552026.06 | 81.87 | |
| FedBNSharing=Partial model sharing, Attack=PGD, Epsilon=8/2552026.06 | 83.74 |