Classification on COMPAS (ACC, EO Disparity, DP Disparity, MD Disparity)
68.1AccuracyVanilla
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| Vanilla2026.04 | 68.1 | 0.242 | 0.171 | 0.171 | |
| fairness-aware GLMsfairness penalty (λ)=0.32026.04 | 67.8 | 0.13 | 0.132 | 0.132 | |
| FairRFreplication=our replication2026.04 | 67.6 | 0.13 | 0.135 | 0.135 | |
| ConstrainS2026.04 | 67.4 | 0.154 | 0.122 | 0.122 | |
| ARL2026.04 | 67.2 | 0.197 | 0.286 | 0.286 | |
| FairRFsource=Zhao et al., 2022a2026.04 | 66.1 | 0.166 | 0.143 | 0.143 | |
| KSMOTE2026.04 | 60.1 | 0.203 | 0.151 | 0.151 | |
| RemoveR2026.04 | 59.5 | 0.205 | 0.185 | 0.185 |