Fair Regression on Communities and Crime (10 random splits)
1MSEERM Unfair
Evaluation Results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| ERM Unfairnormalization=Relative to ERM baseline2026.05 | 1 | 1 | 1 | 1 | 1 | |
| OT Sˆ softnormalization=Relative to ERM baseline2026.05 | 1.5 | 0.27 | 0.42 | 0.36 | 0.34 | |
| OT awarenormalization=Relative to ERM baseline2026.05 | 1.66 | 0.13 | 0.38 | 0.17 | 0.14 | |
| OT Sˆ hardnormalization=Relative to ERM baseline2026.05 | 1.73 | 0.22 | 0.43 | 0.27 | 0.25 | |
| OT Unawarenormalization=Relative to ERM baseline2026.05 | 1.92 | 0.09 | 0.35 | 0.18 | 0.16 | |
| FairRegnormalization=Relative to ERM baseline2026.05 | 1.99 | 0.2 | 0.37 | 0.16 | 0.16 |