ResearchBenchmarksAttribute Classification on CelebA (T=a, S=br)Attribute Classification on CelebA (T=a, S=br)Follow82.52AccuracyFairViT76.238477.869279.581.1308Feb 5, 2026Evaluation resultsMethodMethodLinksAccuracyBalance AccuracyEqual Opportunity Error (e-2)Demographic Parity Error (DPe-1)FairViT2026.0282.5281.560.0210.007SHASAMFunction=FLCMI, Backbo...Function=FLCMI, Backbone=ViT2026.0280.779.420.02060.0087FSCL2026.0278.8578.060.02650.0099TADeT2026.0278.4977.420.03780.0106FSCL+2026.0278.0277.370.01790.0083TADeT-MMD2026.0277.9775.640.02270.0149Vanilla2026.0276.4874.550.03610.019