Privacy-utility tradeoff on FIQA
8.48LeakageSPARSE
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| SPARSEepsilon=52026.02 | 8.48 | 6.18 | 14.87 | |
| LapMechepsilon=52026.02 | 12.56 | 6.67 | 10.64 | |
| PurMechepsilon=52026.02 | 13.01 | 6.7 | 10.63 | |
| SPARSEepsilon=102026.02 | 31.62 | 13.45 | 23.45 | |
| LapMechepsilon=102026.02 | 35.17 | 16.7 | 21.74 | |
| PurMechepsilon=102026.02 | 35.31 | 16.55 | 21.76 | |
| SPARSEepsilon=202026.02 | 53.41 | 33.77 | 32.65 | |
| PurMechepsilon=202026.02 | 55.38 | 35.25 | 32.23 | |
| LapMechepsilon=202026.02 | 55.69 | 35.32 | 32.22 | |
| SPARSEepsilon=302026.02 | 63.51 | 42.21 | 33.58 | |
| LapMechepsilon=302026.02 | 64.12 | 43.35 | 33.24 | |
| PurMechepsilon=302026.02 | 64.13 | 43.56 | 33.26 | |
| SPARSEepsilon=402026.02 | 68.13 | 46.65 | 33.85 | |
| PurMechepsilon=402026.02 | 68.63 | 47.77 | 33.52 | |
| LapMechepsilon=402026.02 | 68.85 | 48.07 | 33.5 | |
| Unprotected embeddingepsilon=infinity2026.02 | 77.35 | 54.48 | 33.56 |