Classification on German (Fairness Metrics)
-0.1023Delta DPLabelBias-EOdds
Evaluation results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| LabelBias-EOddsClassifier=LR2025.12 | -0.1023 | -0.0689 | 0.3102 | 0.0169 | — | — | — | |
| LabelBias-DPClassifier=LR2025.12 | -0.0154 | 0.0081 | 0.1672 | 0.0387 | — | — | — | |
| IFFair-DiverseClassifier=LR2025.12 | -0.0109 | -0.0108 | 0.1092 | 0.0095 | — | — | — | |
| CostFree-DPClassifier=LR2025.12 | 0.0054 | 0.0459 | — | — | — | — | — | |
| IFFair-UniformClassifier=LR2025.12 | 0.0183 | 0.0314 | 0.1299 | 0.0387 | — | — | — | |
| IFFair-DiverseBackbone=DNN2025.12 | 0.0397 | 0.023 | 0.0523 | 0.0413 | 79 | 74.76 | 77.07 | |
| 2NBClassifier=LR2025.12 | 0.0629 | 0.0621 | 0.0859 | 0.0565 | — | — | — | |
| IPW-SClassifier=LR2025.12 | 0.0973 | 0.1345 | 0.2027 | 0.2009 | — | — | — | |
| ModifiedNBClassifier=LR2025.12 | 0.1018 | 0.1316 | 0.1944 | 0.0975 | — | — | — | |
| LatentVClassifier=LR2025.12 | 0.1062 | 0.1549 | 0.2534 | 0.1267 | — | — | — | |
| LabelBias-FPRClassifier=LR2025.12 | 0.1097 | 0.1417 | 0.1796 | 0.0965 | — | — | — | |
| IPW-SYClassifier=LR2025.12 | 0.1304 | 0.165 | 0.1975 | 0.1093 | — | — | — | |
| OriginalBackbone=DNN2025.12 | 0.1346 | 0.1667 | 0.196 | 0.1361 | 76 | 71.95 | 79.96 | |
| ARLClassifier=LR2025.12 | 0.1383 | 0.149 | 0.1825 | 0.0757 | — | — | — | |
| SupreesionClassifier=LR2025.12 | 0.1467 | 0.1722 | 0.1755 | 0.1009 | — | — | — | |
| SuppressionBackbone=DNN2025.12 | 0.1687 | 0.1217 | 0.3358 | 0.0442 | 76.97 | 73.52 | 84.2 | |
| OriginalClassifier=LR2025.12 | 0.1719 | 0.1839 | 0.2477 | 0.0925 | — | — | — | |
| CostFree-FPRClassifier=LR2025.12 | 0.1719 | 0.1839 | — | — | — | — | — | |
| IPW-SBackbone=DNN2025.12 | 0.1742 | 0.2459 | 0.3615 | 0.2007 | 80.2 | 77.53 | 84.07 | |
| IPW-SYBackbone=DNN2025.12 | 0.2532 | 0.2887 | 0.4284 | 0.165 | 76 | 73.66 | 83.73 |