Fair Classification on COMPAS
-0.1743DP DisparityLabelBias-DP
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| LabelBias-DPClassifier=LR2025.12 | -0.1743 | -0.2396 | 0.4156 | 0.0545 | |
| FairMapClassifier=LR2025.12 | -0.0042 | -0.0374 | 0.0662 | 0.0007 | |
| IPW-SYClassifier=LR2025.12 | 0.0083 | -0.051 | 0.0647 | 0.0177 | |
| LabelBias-FPRClassifier=LR2025.12 | 0.018 | -0.0634 | 0.0972 | 0.0364 | |
| LabelBias-EOddsClassifier=LR2025.12 | 0.018 | -0.0634 | 0.0972 | 0.0364 | |
| IFFair-UniformClassifier=LR2025.12 | 0.0455 | 0.0009 | 0.0209 | 0.0011 | |
| IFFair-DiverseClassifier=LR2025.12 | 0.0709 | 0.0105 | 0.0743 | 0.0059 | |
| LatentVClassifier=LR2025.12 | 0.0981 | 0.0148 | 0.1499 | 0.0311 | |
| CostFree-DPClassifier=LR2025.12 | 0.1188 | 0.0326 | — | — | |
| CostFree-FPRClassifier=LR2025.12 | 0.1433 | 0.0407 | — | — | |
| ModifiedNBClassifier=LR2025.12 | 0.1464 | 0.0673 | 0.2342 | 0.0206 | |
| ARLClassifier=LR2025.12 | 0.1512 | 0.0546 | 0.2486 | 0.0314 | |
| OriginalClassifier=LR2025.12 | 0.1519 | 0.0637 | 0.2465 | 0.0253 | |
| SupreesionClassifier=LR2025.12 | 0.1531 | 0.0637 | 0.2489 | 0.0265 | |
| IPW-SClassifier=LR2025.12 | 0.1857 | 0.0941 | 0.3138 | 0.0189 | |
| 2NBClassifier=LR2025.12 | 0.2121 | 0.1345 | 0.3707 | 0.0103 |