Classification on Adult (Female/Male Accuracy)
92.36Female AccuracyBounded Adaptive
Evaluation results
| Method | Links | ||
|---|---|---|---|
| Bounded AdaptiveTotal ε=4.9714*2025.06 | 92.36 | 83.57 | |
| Bounded AdaptivePrivacy budget (ε)=0.202025.06 | 92.36 | 81 | |
| Bounded AdaptiveTotal ε=0.42792025.06 | 92.21 | 83.5 | |
| AUTOTotal ε=0.42792025.06 | 92.15 | 83.29 | |
| Bounded AdaptiveTotal ε=0.35072025.06 | 92.14 | 83.1 | |
| AUTOTotal ε=4.9714*2025.06 | 92.14 | 83.43 | |
| Fix-Bounded AdaptivePrivacy budget (ε)=0.202025.06 | 92.14 | 80.79 | |
| Bounded AdaptivePrivacy budget (ε)=0.102025.06 | 92.06 | 80.51 | |
| Constant ClippingPrivacy budget (ε)=0.202025.06 | 92.04 | 80.75 | |
| Constant ClippingTotal ε=4.9714*2025.06 | 92.03 | 83.36 | |
| Unbounded AdaptiveTotal ε=4.9714*2025.06 | 92.03 | 83.06 | |
| AUTOTotal ε=0.35072025.06 | 91.96 | 82.71 | |
| Unbounded AdaptiveTotal ε=0.42792025.06 | 91.94 | 82.96 | |
| Constant ClippingPrivacy budget (ε)=0.102025.06 | 91.93 | 80.34 | |
| Bounded AdaptiveTotal ε=0.27162025.06 | 91.91 | 82.8 | |
| Fix-Bounded AdaptivePrivacy budget (ε)=0.102025.06 | 91.91 | 80.44 | |
| Constant ClippingTotal ε=0.42792025.06 | 91.88 | 83.24 | |
| Constant ClippingTotal ε=0.35072025.06 | 91.86 | 82.92 | |
| Unbounded AdaptivePrivacy budget (ε)=0.202025.06 | 91.82 | 80.41 | |
| Unbounded AdaptiveTotal ε=0.35072025.06 | 91.81 | 82.94 | |
| Unbounded AdaptivePrivacy budget (ε)=0.102025.06 | 91.63 | 79.93 | |
| AUTOPrivacy budget (ε)=0.202025.06 | 91.52 | 80.29 | |
| AUTOPrivacy budget (ε)=0.102025.06 | 91.48 | 80.12 | |
| Bounded AdaptivePrivacy budget (ε)=0.052025.06 | 91.31 | 79.51 | |
| Fix-Bounded AdaptivePrivacy budget (ε)=0.052025.06 | 91.31 | 79.51 | |
| Unbounded AdaptivePrivacy budget (ε)=0.052025.06 | 91.29 | 79.12 | |
| Constant ClippingTotal ε=0.27162025.06 | 91.22 | 82.26 | |
| Constant ClippingPrivacy budget (ε)=0.052025.06 | 91.03 | 79.09 | |
| Unbounded AdaptiveTotal ε=0.27162025.06 | 91.01 | 82.53 | |
| AUTOPrivacy budget (ε)=0.052025.06 | 90.97 | 78.96 | |
| Bounded AdaptiveTotal ε=0.19712025.06 | 90.72 | 81.99 | |
| AUTOTotal ε=0.27162025.06 | 90.58 | 82.51 | |
| AUTOTotal ε=0.19712025.06 | 90.07 | 81.79 | |
| Constant ClippingTotal ε=0.19712025.06 | 89.83 | 81.66 | |
| Unbounded AdaptiveTotal ε=0.19712025.06 | 88.93 | 80.93 |