Classification on MEPS
83.84AUC2NB
Evaluation results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| 2NBBase Model=LR2025.12 | 83.84 | — | — | — | — | 85.66 | 71.39 | |
| OriginalBase Model=LR2025.12 | 83.75 | — | — | — | — | 78.87 | 70.55 | |
| IFFair-UniformBase Model=LR2025.12 | 83.75 | — | — | — | — | 78.87 | 70.55 | |
| SupreesionBase Model=LR2025.12 | 83.6 | — | — | — | — | 79.12 | 70.84 | |
| ARLBase Model=LR2025.12 | 83.52 | — | — | — | — | 78.65 | 70.42 | |
| OriginalBackbone=DNN2025.12 | 83.38 | 11.6 | 15.26 | 20.33 | 7.47 | 85.22 | 71.12 | |
| LabelBias-EOddsBase Model=LR2025.12 | 83.06 | — | — | — | — | 70.56 | 64.44 | |
| SuppressionBackbone=DNN2025.12 | 83.05 | 10.53 | 15.63 | 18.84 | 6.23 | 85.16 | 71.28 | |
| IPW-SBackbone=DNN2025.12 | 82.75 | 12.35 | 19.26 | 24.59 | 7.31 | 84.59 | 70.09 | |
| LabelBias-FPRBase Model=LR2025.12 | 82.31 | — | — | — | — | 78.08 | 70.07 | |
| IPW-SYBase Model=LR2025.12 | 81.97 | — | — | — | — | 70.97 | 64.27 | |
| IFFair-DiverseBase Model=LR2025.12 | 81.96 | — | — | — | — | 81.17 | 71.79 | |
| IFFair-DiverseBackbone=DNN2025.12 | 81.58 | 7.13 | 4.6 | 6.65 | 7.1 | 85.22 | 70.65 | |
| IPW-SYBackbone=DNN2025.12 | 81.42 | 8.7 | -6.22 | 9.83 | 4.28 | 78.52 | 69.68 | |
| ModifiedNBBase Model=LR2025.12 | 80.66 | — | — | — | — | 49.75 | 48.03 | |
| IPW-SBase Model=LR2025.12 | 80.09 | — | — | — | — | 75.77 | 67.78 | |
| LatentVBase Model=LR2025.12 | 79.46 | — | — | — | — | 83.42 | 72.57 | |
| LabelBias-DPBase Model=LR2025.12 | 69.11 | — | — | — | — | 55.78 | 51.09 | |
| FairMapBase Model=LR2025.12 | 50.69 | — | — | — | — | — | — |