Income Prediction on Adult (Accuracy, Fairness, Privacy)
83.19AccuracyPFA
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| PFAHyper-parameter search space=50 configurations, Filtering threshold=demographic-parity ≤ 5% and sensitive-attribute predictability ≤ 65%, Selection rule=mean ± std of five highest-accuracy runs2026.05 | 83.19 | 1.6 | 67.2 | |
| PFairDPHyper-parameter search space=50 configurations, Filtering threshold=demographic-parity ≤ 5% and sensitive-attribute predictability ≤ 65%, Selection rule=mean ± std of five highest-accuracy runs2026.05 | 83 | 6 | 89 | |
| DP_LHyper-parameter search space=80 configurations, Filtering threshold=demographic-parity ≤ 5% and sensitive-attribute predictability ≤ 65%, Selection rule=mean ± std of five highest-accuracy runs2026.05 | 82.9 | 8.2 | 68.96 | |
| DP_GHyper-parameter search space=80 configurations, Filtering threshold=demographic-parity ≤ 5% and sensitive-attribute predictability ≤ 65%, Selection rule=mean ± std of five highest-accuracy runs2026.05 | 82.72 | 7.8 | 68.1 | |
| FairDPFiltering threshold=demographic-parity ≤ 5% and sensitive-attribute predictability ≤ 65%, Selection rule=mean ± std of five highest-accuracy runs2026.05 | 78.7 | 3.4 | 70.01 |