ResearchBenchmarksFair Classification on Adult (test) (Macro-F1, DP, Sat.%)Follow17.8Macro F1PCGrad16.44816.79917.1517.501May 15, 2026Evaluation ResultsMethodMethodLinksMacro F1Demographic ParitySaturation (%)PCGradBackbone=FixMatchBackbone=FixMatch2026.0517.822.20Static-λBackbone=FixMatchBackbone=FixMatch2026.0517.112.3—CAGradBackbone=FixMatchBackbone=FixMatch2026.0517.113.30OPDABackbone=FixMatchBackbone=FixMatch2026.0516.511.30