Sample Identification Attack on CIFAR-10 (1% shadow db)
51.57SIA Success RateVanilla FL
Evaluation Results
| Method | Links | |
|---|---|---|
| Vanilla FLBackbone=CNN, n=10, alpha=0.12026.03 | 51.57 | |
| Model-level shuffling (Alg. 2)Backbone=CNN, n=10, alpha=0.12026.03 | 25.4 | |
| Layer-level shuffling (Alg. 3)Backbone=CNN, n=10, alpha=0.12026.03 | 23.5 | |
| Parameter-level shuffling (Alg. 5)Backbone=CNN, n=10, alpha=0.12026.03 | 19.1 | |
| Proposed Solution (Alg. 1)Backbone=CNN, n=10, alpha=0.12026.03 | 10 |