Classification on COMPAS (Acc, F1, AUC)
65.77AccuracyIPW-S
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| IPW-SBase Model=LR2025.12 | 65.77 | 65.4 | 70.8 | |
| IPW-SYBase Model=LR2025.12 | 65.69 | 65.48 | 69.88 | |
| ARLBase Model=LR2025.12 | 65.37 | 64.98 | 70.66 | |
| SupreesionBase Model=LR2025.12 | 65.29 | 64.99 | 70.64 | |
| OriginalBase Model=LR2025.12 | 65.21 | 64.91 | 70.63 | |
| LabelBias-FPRBase Model=LR2025.12 | 65.21 | 64.82 | 69.95 | |
| LabelBias-EOddsBase Model=LR2025.12 | 65.21 | 64.82 | 69.95 | |
| CostFree-DPBase Model=LR2025.12 | 64.96 | — | — | |
| CostFree-FPRBase Model=LR2025.12 | 64.96 | — | — | |
| 2NBBase Model=LR2025.12 | 64.8 | 64.03 | 69.73 | |
| ModifiedNBBase Model=LR2025.12 | 64.64 | 64.42 | 69.37 | |
| IFFair-DiverseBase Model=LR2025.12 | 64.4 | 64.02 | 68.84 | |
| IFFair-UniformBase Model=LR2025.12 | 63.42 | 63.16 | 68.89 | |
| LabelBias-DPBase Model=LR2025.12 | 63.18 | 62.75 | 68.13 | |
| LatentVBase Model=LR2025.12 | 63.1 | 62.7 | 68.82 | |
| FairMapBase Model=LR2025.12 | — | — | 51.56 |