Fairness-aware Regression on Communities and Crime
1.106RMSEDiscretized Post-Processing
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| Discretized Post-ProcessingProxy=Standard VAE2026.05 | 1.106 | 0.065 | 0.147 | |
| OursProxy=Standard VAE2026.05 | 1.106 | 0.065 | 0.147 | |
| WFRProxy=Standard VAE2026.05 | 1.296 | 0.275 | 0.006 | |
| WFRProxy=Fair VAE2026.05 | 1.296 | 0.081 | 0.006 | |
| WFRProxy=Standard VAE2026.05 | 1.296 | 0.275 | 0.006 | |
| WFRProxy=Fair VAE2026.05 | 1.296 | 0.081 | 0.006 | |
| Discretized Post-ProcessingProxy=Fair VAE2026.05 | 1.324 | 0 | 0.001 | |
| OursProxy=Fair VAE2026.05 | 1.324 | 0 | 0.001 | |
| Fair KProxy=Standard VAE2026.05 | 1.344 | 0.043 | 0.348 | |
| Fair KProxy=Standard VAE2026.05 | 1.344 | 0.043 | 0.348 | |
| Fair KProxy=Fair VAE2026.05 | 1.632 | 0 | 0.001 | |
| Fair KProxy=Fair VAE2026.05 | 1.632 | 0 | 0.001 |