ResearchBenchmarksCovariate Shift Detection on ImageNet Far ShiftFollow98.51AUROC (Far Shift)S-PUNA69.3976.9584.5192.07May 29, 2026Evaluation ResultsMethodMethodLinksAUROC (Far Shift)AUPR (Far Shift)FPR@95 (Far Shift)S-PUNAclassifier=trueclassifier=true2026.0598.5199.27.36Dist-PU2026.0596.796.5118.06LaGAM2026.0596.594.3617.46S-PUNAclassifier=falseclassifier=false2026.0595.9597.9319.92saPU2026.0595.0987.5326.78k-NN2026.0574.7960.7880.84Dc-PU2026.0570.5141.9889.38