Fair Classification on MEPS
-0.5527ΔDPLabelBias-DP
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| LabelBias-DPClassifier=LR2025.12 | -0.5527 | -0.5208 | 1.1349 | 0.4018 | |
| IPW-SClassifier=LR2025.12 | -0.0274 | -0.1259 | 0.209 | 0.0364 | |
| IPW-SYClassifier=LR2025.12 | -0.0172 | -0.1057 | 0.1775 | 0.046 | |
| LabelBias-FPRClassifier=LR2025.12 | 0.0753 | -0.07 | 0.0985 | 0.0421 | |
| LatentVClassifier=LR2025.12 | 0.0928 | 0.0315 | 0.0675 | 0.0615 | |
| 2NBClassifier=LR2025.12 | 0.0964 | 0.1286 | 0.1604 | 0.0666 | |
| IFFair-DiverseClassifier=LR2025.12 | 0.1273 | 0.0339 | 0.1073 | 0.0742 | |
| LabelBias-EOddsClassifier=LR2025.12 | 0.1542 | 0.0112 | 0.1257 | 0.0706 | |
| SupreesionClassifier=LR2025.12 | 0.1679 | 0.0451 | 0.1634 | 0.094 | |
| ARLClassifier=LR2025.12 | 0.1691 | 0.0556 | 0.1735 | 0.0907 | |
| OriginalClassifier=LR2025.12 | 0.1906 | 0.0739 | 0.215 | 0.1065 | |
| IFFair-UniformClassifier=LR2025.12 | 0.1906 | 0.0739 | 0.215 | 0.1065 | |
| ModifiedNBClassifier=LR2025.12 | 0.2178 | 0.0326 | 0.2548 | 0.1082 |