| Dataset Name | SOTA Method | Metric | Trend | ||
|---|---|---|---|---|---|
| COMPAS (test) | FR-Train | Accuracy62 | 28 | 3mo ago | |
| Synthetic 1.0 (test) | Ours | Accuracy72.7 | 28 | 3mo ago | |
| COMPAS | LabelBias-DP | DP Disparity-0.1743 | 16 | 3mo ago | |
| Adult | LabelBias-DP | Delta DP-0.1598 | 16 | 3mo ago | |
| Comm | LabelBias-DP | Delta DP0.1731 | 15 | 3mo ago | |
| German Credit (test) | Fair Self-Bounding Learning Algorithm | Equal Opportunity Difference5.15 | 15 | 3mo ago | |
| MEPS | LabelBias-DP | ΔDP-0.5527 | 13 | 3mo ago | |
| COMPAS | AOD-0.2034 | 12 | 1mo ago | ||
| Adult n-m = 2 (sex, race) (Experiment 1) | MIFair | Accuracy84.6 | 8 | 1mo ago | |
| HMDA (5-fold) | Pareto Non-Dominance Count5 | 7 | 20d ago | ||
| Synthetic (5-fold) | Agarwal | Pareto Non-Dominance Count5 | 7 | 20d ago | |
| Adult Income (5-fold) | Pareto Non-Dominance Count5 | 7 | 20d ago | ||
| German Credit (5-fold) | CEC | Pareto Non-Dominance Count5 | 7 | 20d ago | |
| ACSIncome (test) | PCGrad | Macro F169.4 | 4 | 15d ago | |
| Adult (test) | PCGrad | Macro F117.8 | 4 | 15d ago | |
| Adult (test) | CS | Delta DP (Intersectional)0.241 | 4 | 3mo ago | |
| ACS-I gender | - | - | 0 | 3mo ago |
