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ResearchFormerly WizWand

Classification on ACS dataset I=[20%, 40%] (test)

0.9669pSP FairnesspSP constraint
0.5616120.6668310.772050.877269May 18, 2025
Updated 7mo ago

Evaluation results

MethodLinks
pSP constraintconstraint_type=partial Statistical Parity, trade-off_setting=52025.050.966980.01
Group AUC constraintconstraint_type=Group AUC, trade-off_setting=52025.050.936266.67
pSP constraintconstraint_type=partial Statistical Parity, trade-off_setting=42025.050.935780.43
Group AUC constraintconstraint_type=Group AUC, trade-off_setting=42025.050.918878.66
pSP constraintconstraint_type=partial Statistical Parity, trade-off_setting=32025.050.90980.68
Inter-group Pairwise constraintconstraint_type=Inter-group Pairwise, trade-off_setting=42025.050.882174.66
Inter-group Pairwise constraintconstraint_type=Inter-group Pairwise, trade-off_setting=52025.050.868563.22
pSP constraintconstraint_type=partial Statistical Parity, trade-off_setting=22025.050.86681
Group AUC constraintconstraint_type=Group AUC, trade-off_setting=32025.050.841479.27
Inter-group Pairwise constraintconstraint_type=Inter-group Pairwise, trade-off_setting=32025.050.84179.22
Inter-group Pairwise constraintconstraint_type=Inter-group Pairwise, trade-off_setting=22025.050.816379.31
Group AUC constraintconstraint_type=Group AUC, trade-off_setting=22025.050.807879.31
pSP constraintconstraint_type=partial Statistical Parity, trade-off_setting=1 (Baseline)2025.050.774879.86
Group AUC constraintconstraint_type=Group AUC, trade-off_setting=1 (Baseline)2025.050.774879.86
Inter-group Pairwise constraintconstraint_type=Inter-group Pairwise, trade-off_setting=1 (Baseline)2025.050.774879.86
Intra-group Pairwise constraintconstraint_type=Intra-group Pairwise, trade-off_setting=1 (Baseline)2025.050.774879.86
Intra-group Pairwise constraintconstraint_type=Intra-group Pairwise, trade-off_setting=22025.050.739879.2
Intra-group Pairwise constraintconstraint_type=Intra-group Pairwise, trade-off_setting=32025.050.702679.02
Intra-group Pairwise constraintconstraint_type=Intra-group Pairwise, trade-off_setting=42025.050.662478.48
Intra-group Pairwise constraintconstraint_type=Intra-group Pairwise, trade-off_setting=52025.050.577276.48