ResearchBenchmarksAttribute Classification on CelebA (T=a, S=m)Attribute Classification on CelebA (T=a, S=m)Follow84.01AccuracySHASAM73.6176.3179.0181.71Feb 5, 2026Evaluation resultsMethodMethodLinksAccuracyBias Approximation (BA)Equal Opportunity Error (EOpp)Disparate Impact Ratio (DPe-1)SHASAMFunction=FLCMI, Backbo...Function=FLCMI, Backbone=ViT2026.0284.0180.160.762.582FairViT2026.0283.879.961.152.837TADeT-MMD2026.0279.8973.857.13.693FSCL2026.0279.0974.761.783.004TADeT2026.0278.7374.523.113.116FSCL+2026.0277.2673.420.792.604Vanilla2026.0274.0172.3614.433.245