Fair Classification on German Credit (test)
5.15Equal Opportunity DifferenceFair Self-Bounding Learning Algorithm
Evaluation results
| Method | Links | |||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| Fair Self-Bounding Learning AlgorithmSens. attr.=OTHER, Type=deterministic, Optimized fairness measure=EO2026.02 | 5.15 | — | — | — | — | 29.4 | — | — | — | |
| FairEnsdemographic_access=blind2026.02 | 36.5 | 52.7 | 25.9 | 47.5 | 32.8 | — | — | — | — | |
| SUREdemographic_access=blind2026.02 | 39.1 | 65.9 | 40.8 | 45.9 | 35.8 | — | — | — | — | |
| SPECTRE+TOPN+WCEdemographic_access=blind2026.02 | 48.4 | 70.6 | 41.5 | 45.3 | 44.9 | — | — | — | — | |
| SPECTRE+WCE+T+Ademographic_access=blind2026.02 | 52.8 | 70.4 | 41.1 | 46.4 | 45.2 | — | — | — | — | |
| SPECTRE+WCEdemographic_access=blind2026.02 | 54.5 | 70.5 | 42.3 | 45.2 | 46.1 | — | — | — | — | |
| SPECTRE+ACCdemographic_access=blind2026.02 | 54.8 | 71.1 | 44.1 | 43.7 | 45.2 | — | — | — | — | |
| RLMdemographic_access=blind2026.02 | 62.9 | 54.9 | 29.6 | 58.3 | 51.9 | — | — | — | — | |
| XGBdemographic_access=baseline2026.02 | 71.7 | 73.5 | 20 | 64.8 | 64.4 | — | — | — | — | |
| MMPFreldemographic_access=train and validation2026.02 | 72.1 | 72.8 | 19.2 | 62.1 | 66.5 | — | — | — | — | |
| LRdemographic_access=baseline2026.02 | 73.3 | 72.7 | 12.5 | 71.1 | 63.9 | — | — | — | — | |
| GDROdemographic_access=train and validation2026.02 | 74.2 | 73.7 | 18.9 | 63.4 | 67.7 | — | — | — | — | |
| MMPFdemographic_access=train and validation2026.02 | 75.3 | 71.3 | 17.8 | 64.7 | 69.3 | — | — | — | — | |
| BPFdemographic_access=blind2026.02 | 75.5 | 47.1 | 34.5 | 54.3 | 66 | — | — | — | — | |
| ARLdemographic_access=blind2026.02 | 75.7 | 74 | 20 | 61.4 | 70.8 | — | — | — | — | |
| C-IFAIR2026.02 | — | — | — | — | — | — | — | 76 | 6.5 | |
| FULL2026.02 | — | — | — | — | — | — | — | 76.2 | 17.3 | |
| ℓ-IFAIR2026.02 | — | — | — | — | — | — | — | 75 | 15.1 | |
| NO-DESCS2026.02 | — | — | — | — | — | — | — | 72.6 | 8.5 | |
| O2Sens. attr.=GENDER, Type=stochastic, Optimized fairness measure=DP2026.02 | — | — | — | — | 0.11 | 49.78 | — | — | — | |
| ORACLE2026.02 | — | — | — | — | — | — | — | 58.2 | 0 | |
| UNAWARE2026.02 | — | — | — | — | — | — | — | 69.5 | 10.1 | |
| ϵ-IFAIR2026.02 | — | — | — | — | — | — | — | 75.6 | 8.2 |