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Group Fairness on Adult Income Gender

0.004Demographic ParityEnergyShield
-0.001040.032980.0670.10102May 24, 2026

Evaluation results

MethodLinks
EnergyShieldBase Training Method=HSIC2026.050.004
EnergyShieldBase Training Method=DiffDP2026.050.004
Static FairBase Training Method=HSIC2026.050.009
EnergyShieldBase Training Method=ERM2026.050.014
Static FairBase Training Method=DiffDP2026.050.02
DynamicBase Training Method=HSIC2026.050.022
DynamicBase Training Method=DiffDP2026.050.041
Static FairBase Training Method=ERM2026.050.069
DynamicBase Training Method=ERM2026.050.13