Sample Inference Attack on synthetic dataset
46.2Success RateVanilla FL
Evaluation Results
| Method | Links | |
|---|---|---|
| Vanilla FLModel architecture=MLP2026.03 | 46.2 | |
| Model-level shuffling (Alg. 2)Model architecture=MLP2026.03 | 39.3 | |
| Layer-level shuffling (Alg. 3 )Model architecture=MLP2026.03 | 37 | |
| Parameter-level shuffling (Alg. 5 )Model architecture=MLP2026.03 | 21.1 | |
| Proposed Solution (Alg. 1)Model architecture=MLP2026.03 | 10 |