Fair Classification on Comm
0.1731Delta DPLabelBias-DP
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| LabelBias-DPClassifier=LR2025.12 | 0.1731 | -0.0614 | 0.1056 | 0.1654 | |
| IPW-SYClassifier=LR2025.12 | 0.2963 | -0.0022 | 0.0537 | 0.0162 | |
| LabelBias-FPRClassifier=LR2025.12 | 0.3228 | 0.0186 | 0.1374 | 0.0569 | |
| CostFree-DPClassifier=LR2025.12 | 0.337 | 0.1181 | — | — | |
| ModifiedNBClassifier=LR2025.12 | 0.3381 | 0.0773 | 0.2268 | 0.0223 | |
| IFFair-DiverseClassifier=LR2025.12 | 0.3571 | 0.0581 | 0.1689 | 0.0054 | |
| LatentVClassifier=LR2025.12 | 0.3655 | 0.0786 | 0.1792 | 0.0452 | |
| IFFair-UniformClassifier=LR2025.12 | 0.3763 | 0.0649 | 0.2388 | 0.0041 | |
| IPW-SClassifier=LR2025.12 | 0.411 | 0.1254 | 0.2888 | 0.03 | |
| CostFree-FPRClassifier=LR2025.12 | 0.411 | 0.1522 | — | — | |
| ARLClassifier=LR2025.12 | 0.411 | 0.1254 | 0.2888 | 0.03 | |
| SupreesionClassifier=LR2025.12 | 0.4159 | 0.1254 | 0.3063 | 0.0251 | |
| LabelBias-EOddsClassifier=LR2025.12 | 0.4198 | 0.1376 | 0.3634 | 0.054 | |
| OriginalClassifier=LR2025.12 | 0.4265 | 0.1454 | 0.3227 | 0.0249 | |
| 2NBClassifier=LR2025.12 | 0.4419 | 0.1451 | 0.3889 | 0.0096 |