Group Fairness on COMPAS Gender
0.8Demographic ParityEnergyShield
Evaluation results
| Method | Links | |
|---|---|---|
| EnergyShieldBase Training Method=DiffDP2026.05 | 0.8 | |
| EnergyShieldBase Training Method=HSIC2026.05 | 1.9 | |
| Static FairBase Training Method=DiffDP2026.05 | 1.9 | |
| Static FairBase Training Method=HSIC2026.05 | 2.3 | |
| EnergyShieldBase Training Method=ERM2026.05 | 3.6 | |
| Static FairBase Training Method=ERM2026.05 | 3.9 | |
| DynamicBase Training Method=DiffDP2026.05 | 6.7 | |
| DynamicBase Training Method=HSIC2026.05 | 7.4 | |
| DynamicBase Training Method=ERM2026.05 | 11.4 |