Privacy-utility tradeoff on STS12
4.34LeakageSPARSE
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| SPARSEepsilon=52026.02 | 4.34 | 6.41 | 34.12 | |
| LapMechepsilon=52026.02 | 7.36 | 6.7 | 29.28 | |
| PurMechepsilon=52026.02 | 7.42 | 6.8 | 29.31 | |
| SPARSEepsilon=102026.02 | 19.31 | 8.91 | 65.27 | |
| LapMechepsilon=102026.02 | 22.34 | 9.39 | 60.72 | |
| PurMechepsilon=102026.02 | 22.66 | 9.42 | 60.72 | |
| SPARSEepsilon=202026.02 | 36.98 | 23.85 | 73.25 | |
| PurMechepsilon=202026.02 | 38.04 | 24.74 | 72.47 | |
| LapMechepsilon=202026.02 | 38.17 | 24.7 | 72.47 | |
| SPARSEepsilon=302026.02 | 43.81 | 34.16 | 74.04 | |
| LapMechepsilon=302026.02 | 44.74 | 34.59 | 73.68 | |
| PurMechepsilon=302026.02 | 44.76 | 34.59 | 73.68 | |
| SPARSEepsilon=402026.02 | 47.54 | 38.49 | 74.15 | |
| PurMechepsilon=402026.02 | 48.34 | 38.82 | 73.98 | |
| LapMechepsilon=402026.02 | 48.48 | 38.75 | 73.98 | |
| Unprotected embeddingepsilon=infinity2026.02 | 60.09 | 47.81 | 74.25 |