Fairness-aware Classification on Adult race (test)
87.21AccuracyBaseline
Evaluation Results
| Method | Links | ||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| BaselineTest Set Adjustment Necessity=No2025.05 | 87.21 | 3.98 | 10.34 | 8.08 | 3.02 | — | — | — | — | — | — | — | — | — | |
| FairSHAPTest Set Adjustment Necessity=No2025.05 | 87.2 | 2.84 | 8.51 | 2.87 | 2.59 | 0.003 | 0.0014 | — | — | — | — | — | — | — | |
| CRTest Set Adjustment Necessity=Yes2025.05 | 87.13 | 0 | 10.08 | 9.83 | 4.8 | 0.03 | 0.962 | — | — | — | — | — | — | — | |
| RSATest Set Adjustment Necessity=Yes2025.05 | 87.1 | — | 9.71 | 8.64 | 4.27 | — | — | — | — | — | — | — | — | — | |
| DIRTest Set Adjustment Necessity=Yes2025.05 | 83.2 | 7.4 | 7.03 | 8.71 | 4.82 | 0.0252 | 0.0089 | — | — | — | — | — | — | — | |
| CTGANClassifier=LR2026.03 | 81.91 | — | — | 3.44 | — | — | — | 56.03 | 0.0018 | 0.0443 | 23.92 | 0.98 | -7.3517 | 4.51 | |
| CTGANClassifier=DT2026.03 | 81.7 | — | — | 12.14 | — | — | — | 71.27 | 0.0504 | 0.128 | 16.65 | 0.65 | -0.159 | 5.92 | |
| CTGANClassifier=kNN2026.03 | 81.27 | — | — | 5.67 | — | — | — | 58.32 | 0.0159 | 0.0612 | 17.29 | 0.45 | -1.6905 | 3.72 | |
| CTGANClassifier=MLP2026.03 | 81.26 | — | — | 0.67 | — | — | — | 51.14 | 0.0022 | 0.0075 | 14.44 | 0.09 | -19.7778 | 1.04 | |
| OriginalClassifier=DT2026.03 | 80.99 | — | — | 3.24 | — | — | — | 74.98 | 0.0877 | 0.0692 | 9.05 | 3.68 | -0.1993 | 2.03 | |
| OriginalClassifier=LR2026.03 | 78.78 | — | — | 4.52 | — | — | — | 61.94 | 0.0155 | 0.0561 | 14.67 | 1.09 | -2.9489 | 3.67 | |
| OriginalClassifier=MLP2026.03 | 78.64 | — | — | 1.49 | — | — | — | 59.86 | 0.0267 | 0.0212 | 7.74 | 0.63 | -2.5285 | 0.85 | |
| TabFairGanClassifier=DT2026.03 | 77.3 | — | — | 48.16 | — | — | — | 71.3 | -0.7518 | 1.3313 | 48.5 | 84.33 | -0.1034 | 18.09 | |
| OriginalClassifier=kNN2026.03 | 77.18 | — | — | 3.03 | — | — | — | 62.28 | 0.0414 | 0.0462 | 12.55 | 1.59 | -0.898 | 1.85 | |
| FairFinGAN-EOdClassifier=DT2026.03 | 77.1 | — | — | 2.35 | — | — | — | 70.01 | 0.0087 | 0.0344 | 1.26 | 1.09 | 0.0382 | 1.53 | |
| FairFinGAN-SPClassifier=DT2026.03 | 76.68 | — | — | 32.7 | — | — | — | 69.01 | -0.5776 | 0.7277 | 40.58 | 40.07 | 1.9027 | 12.03 | |
| FairFinGAN-SPClassifier=LR2026.03 | 75.84 | — | — | 58 | — | — | — | 55.44 | -0.6167 | 1.0027 | 42.23 | 42.27 | -0.9967 | 22.18 | |
| FairFinGAN-SPClassifier=MLP2026.03 | 75.23 | — | — | 7.13 | — | — | — | 50.55 | -0.0723 | 0.1101 | 20.13 | 3.88 | -32.0556 | 1.8 | |
| FairFinGAN-EOdClassifier=MLP2026.03 | 74.63 | — | — | 0.62 | — | — | — | 50.63 | -0.0013 | 0.0063 | 8.06 | 0.01 | -0.4435 | 0.58 | |
| FairFinGAN-EOdClassifier=LR2026.03 | 74.55 | — | — | 6.99 | — | — | — | 54.31 | -0.0243 | 0.0826 | 7.67 | 1.27 | 0.0387 | 4.85 | |
| TabFairGanClassifier=MLP2026.03 | 72.98 | — | — | 0.02 | — | — | — | 50.01 | 0.0001 | 0.0003 | — | 0 | — | 0.18 | |
| FairFinGAN-SPClassifier=kNN2026.03 | 72.83 | — | — | 40.22 | — | — | — | 55.03 | -0.4425 | 0.7826 | 55.12 | 38.04 | 3.5177 | 20.73 | |
| TabFairGanClassifier=LR2026.03 | 72.65 | — | — | 4.85 | — | — | — | 54.98 | -0.1174 | 0.1044 | 56.78 | 6.56 | — | 19.82 | |
| FairFinGAN-EOdClassifier=kNN2026.03 | 71.91 | — | — | 2.57 | — | — | — | 56.23 | 0.0016 | 0.035 | 4.16 | 0.92 | 0.0571 | 3.4 | |
| TabFairGanClassifier=kNN2026.03 | 70.43 | — | — | 6.14 | — | — | — | 55.56 | -0.137 | 0.1792 | 63.18 | 12.06 | — | 17.14 |