Fair Classification on Adult
-0.1598Delta DPLabelBias-DP
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| LabelBias-DPClassifier=LR2025.12 | -0.1598 | -0.4406 | 0.656 | 0.0599 | |
| CostFree-DPClassifier=LR2025.12 | -0.0504 | -0.3717 | — | — | |
| FairMapClassifier=LR2025.12 | 0.0024 | 0.0102 | 0.016 | 0.1255 | |
| LabelBias-EOddsClassifier=LR2025.12 | 0.1463 | -0.0815 | 0.1409 | 0.0244 | |
| LatentVClassifier=LR2025.12 | 0.1473 | -0.0262 | 0.0841 | 0.1082 | |
| IFFair-DiverseClassifier=LR2025.12 | 0.152 | -0.0003 | 0.0606 | 0.1018 | |
| CostFree-FPRClassifier=LR2025.12 | 0.1656 | -0.0027 | — | — | |
| IFFair-UniformClassifier=LR2025.12 | 0.1657 | 0.0022 | 0.0739 | 0.0984 | |
| LabelBias-FPRClassifier=LR2025.12 | 0.179 | 0.0095 | 0.0925 | 0.0994 | |
| 2NBClassifier=LR2025.12 | 0.1875 | 0.152 | 0.2358 | 0.1149 | |
| ARLClassifier=LR2025.12 | 0.1991 | 0.0667 | 0.165 | 0.1059 | |
| SupreesionClassifier=LR2025.12 | 0.2013 | 0.0697 | 0.1697 | 0.1056 | |
| OriginalClassifier=LR2025.12 | 0.2131 | 0.0881 | 0.1984 | 0.1102 | |
| IPW-SYClassifier=LR2025.12 | 0.2473 | 0.0195 | 0.1727 | 0.0994 | |
| IPW-SClassifier=LR2025.12 | 0.2634 | 0.1676 | 0.3227 | 0.1275 | |
| ModifiedNBClassifier=LR2025.12 | 0.6003 | 0.5594 | 1.0754 | 0.2978 |