Fair Classification
Benchmarks
Dataset NameSOTA methodMetricTrendResultsLast Updated
62Accuracy
28
Feb 26, 2026
72.7Accuracy
28
Feb 26, 2026
-0.174DP Disparity
16
Feb 26, 2026
-0.16Delta DP
16
Feb 26, 2026
0.173Delta DP
15
Feb 26, 2026
5.15Equal Opportunity Difference
15
Jun 23, 2026
-0.553ΔDP
13
Feb 26, 2026
-0.203AOD
12
Apr 10, 2026
85.04Acc s+
8
Jun 23, 2026
86.32Accuracy (s+)
8
Jun 23, 2026
97.63Accuracy (s+)
8
Jun 23, 2026
98.01Accuracy s+
8
Jun 23, 2026
84.6Accuracy
8
May 1, 2026
69.7AUC
7
Jun 23, 2026
5Pareto Non-Dominance Count
7
May 14, 2026
5Pareto Non-Dominance Count
7
May 14, 2026
5Pareto Non-Dominance Count
7
May 14, 2026
5Pareto Non-Dominance Count
7
May 14, 2026
0.366Inverted Hypervolume
5
Jun 29, 2026
0.841Hypervolume
5
Jun 29, 2026
0.801Hypervolume
5
Jun 29, 2026
88.76Hypervolume
5
Jun 29, 2026
81.98Hypervolume
5
Jun 29, 2026
69.4Macro F1
4
May 19, 2026
17.8Macro F1
4
May 19, 2026