ResearchBenchmarksSemi-supervised Anomaly Detection on ADBench 100% labeled anomaly ratioFollow2.2Mean Rank (Rk)TabICL1.9683.5345.16.666Jun 29, 2026Evaluation ResultsMethodMethodLinksMean Rank (Rk)AUROCTabICL2026.062.294.4TabPFN2026.062.894ConTextTab2026.063.793.6FlexTab2026.063.993.6FlexTabAD2026.064.993.2XGBOD2026.065.493.2DevNet2026.066.791DeepSAD2026.067.489.2FEAWAD2026.06889.3