Classification on Adult (Acc, F1, AUC)
86.9AccuracyXGBoost
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| XGBoostModel Category=blackbox (✕)2025.09 | 86.9 | — | — | 81.5 | |
| Random ForestModel Category=blackbox (✕)2025.09 | 86.1 | — | — | 79.9 | |
| Decision TreeModel Category=fully interpretable (✓)2025.09 | 85.1 | — | — | 78.7 | |
| MLPModel Category=blackbox (✕)2025.09 | 85 | — | — | 79.6 | |
| XNNTabModel Category=fully interpretable (✓)2025.09 | 85 | — | — | 79.5 | |
| LatentVBase Model=LR2025.12 | 83.96 | 77.5 | 87.82 | — | |
| 2NBBase Model=LR2025.12 | 83.77 | 76.53 | 88.88 | — | |
| DirectAugClassifier Architecture=MLP22025.05 | 83.3 | 62.7 | 88.3 | — | |
| DirectAugClassifier Architecture=MLP12025.05 | 83.1 | 61.9 | 87.8 | — | |
| IFFair-DiverseBase Model=LR2025.12 | 83.09 | 76.75 | 87.96 | — | |
| CostFree-FPRBase Model=LR2025.12 | 82.6 | — | — | — | |
| ARLBase Model=LR2025.12 | 82.6 | 77.18 | 88.65 | — | |
| OriginalBase Model=LR2025.12 | 82.58 | 77.29 | 88.7 | — | |
| SupreesionBase Model=LR2025.12 | 82.54 | 77.18 | 88.69 | — | |
| IFFair-UniformBase Model=LR2025.12 | 82.54 | 76.84 | 88.43 | — | |
| LabelBias-FPRBase Model=LR2025.12 | 82.43 | 77.1 | 88.62 | — | |
| IPW-SBase Model=LR2025.12 | 82.25 | 77.31 | 88.6 | — | |
| REFINEClassifier Architecture=MLP12025.05 | 82.1 | 59.5 | 85.2 | — | |
| Logistic RegressionModel Category=fully interpretable (✓)2025.09 | 81.5 | — | — | 78.2 | |
| REFINEClassifier Architecture=MLP22025.05 | 81.4 | 61.2 | 85.4 | — | |
| CostFree-DPBase Model=LR2025.12 | 80.74 | — | — | — | |
| RawClassifier Architecture=MLP12025.05 | 80.7 | 54.7 | 83.2 | — | |
| RawClassifier Architecture=MLP22025.05 | 80 | 57 | 83.3 | — | |
| IPW-SYBase Model=LR2025.12 | 77.73 | 74.55 | 89.38 | — | |
| LabelBias-DPBase Model=LR2025.12 | 76.56 | 69.26 | 80.27 | — | |
| LabelBias-EOddsBase Model=LR2025.12 | 73.36 | 70.6 | 87.12 | — | |
| ModifiedNBBase Model=LR2025.12 | 70.61 | 68.07 | 81.94 | — | |
| FairMapBase Model=LR2025.12 | — | — | 53.89 | — |