Fairness-aware Classification on COMPAS race (test)
1.8DPEnergyShield
Evaluation results
| Method | Links | ||||||||
|---|---|---|---|---|---|---|---|---|---|
| EnergyShieldBase Training Method=HSIC2026.05 | 1.8 | — | — | — | — | — | — | — | |
| EnergyShieldBase Training Method=DiffDP2026.05 | 1.8 | — | — | — | — | — | — | — | |
| Static FairBase Training Method=DiffDP2026.05 | 3.3 | — | — | — | — | — | — | — | |
| DynamicBase Training Method=HSIC2026.05 | 3.6 | — | — | — | — | — | — | — | |
| EnergyShieldBase Training Method=ERM2026.05 | 3.7 | — | — | — | — | — | — | — | |
| Static FairBase Training Method=HSIC2026.05 | 4.6 | — | — | — | — | — | — | — | |
| Static FairBase Training Method=ERM2026.05 | 6 | — | — | — | — | — | — | — | |
| DynamicBase Training Method=DiffDP2026.05 | 6.8 | — | — | — | — | — | — | — | |
| DynamicBase Training Method=ERM2026.05 | 11.8 | — | — | — | — | — | — | — | |
| FairSHAPTest Set Adjustment Necessity=No2025.05 | 13.44 | 66.27 | 8.42 | 15.68 | 5.08 | 0.004 | 0.0126 | — | |
| DIRTest Set Adjustment Necessity=Yes2025.05 | 13.59 | 61.49 | 11.85 | 11.17 | 3.99 | 0.0512 | 0.0701 | — | |
| BaselineTest Set Adjustment Necessity=No2025.05 | 14.36 | 66.89 | 9.95 | 14.38 | 5.22 | — | — | — | |
| CRTest Set Adjustment Necessity=Yes2025.05 | 15.02 | 66.11 | 4.18 | 16.21 | 5.92 | 0.025 | 0.892 | — | |
| RSATest Set Adjustment Necessity=Yes2025.05 | 20.69 | 66.23 | — | 20.24 | 5.75 | — | — | — | |
| DynamicTraining Method=ERM2026.05 | — | — | — | — | — | — | — | 12.4 | |
| DynamicTraining Method=HSIC2026.05 | — | — | — | — | — | — | — | 3.6 | |
| DynamicTraining Method=DiffDP2026.05 | — | — | — | — | — | — | — | 2.8 | |
| EnergyShieldTraining Method=ERM2026.05 | — | — | — | — | — | — | — | 29.4 | |
| EnergyShieldTraining Method=HSIC2026.05 | — | — | — | — | — | — | — | 21.8 | |
| EnergyShieldTraining Method=DiffDP2026.05 | — | — | — | — | — | — | — | 27.8 | |
| Static FairTraining Method=ERM2026.05 | — | — | — | — | — | — | — | 21.4 | |
| Static FairTraining Method=HSIC2026.05 | — | — | — | — | — | — | — | 17.6 | |
| Static FairTraining Method=DiffDP2026.05 | — | — | — | — | — | — | — | 22 |