Classification on Adult Income (AUC, F1, EO, SP, CEC, Reg. B)
0.907AUCUnconstrained
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| Unconstrained2026.05 | 0.907 | 67.8 | 12.4 | 18 | 47.8 | 67.8 | |
| Lagrangian2026.05 | 0.907 | 68.2 | 14 | 18.5 | 47.9 | 66.9 | |
| Adversarial2026.05 | 0.895 | 65.7 | 15.8 | 11.6 | 48.5 | 67.2 | |
| CEC2026.05 | 0.876 | 65.6 | 6.2 | 8.3 | 8.3 | 1 | |
| Hardt2026.05 | 0.771 | 53.4 | 35.1 | 27.6 | 60.2 | 92.1 | |
| Agarwal2026.05 | 0.742 | 62.7 | 4.8 | 11.2 | 60 | 93.4 | |
| DIR2026.05 | 0.734 | 50.5 | 29.7 | 20.3 | 58.2 | 91.4 |