ResearchBenchmarksFair Classification on ACSIncome (test)Follow69.4Macro F1PCGrad66.17667.01367.8568.687May 15, 2026Evaluation ResultsMethodMethodLinksMacro F1DP (Demographic Parity)Saturation (%)PCGradBackbone=FixMatchBackbone=FixMatch2026.0569.478.60CAGradBackbone=FixMatchBackbone=FixMatch2026.0569.272.70OPDABackbone=FixMatchBackbone=FixMatch2026.0567.850.90Static-λBackbone=FixMatchBackbone=FixMatch2026.0566.336.5—