ResearchBenchmarksSemi-supervised Anomaly Detection on ADBench 25% labeled anomaly ratioSemi-supervised Anomaly Detection on ADBench 25% labeled anomaly ratioFollow2.5Mean Rank (Rk)TabICL2.2923.6965.16.504Jun 29, 2026Evaluation resultsMethodMethodLinksMean Rank (Rk)AUROCTabICL2026.062.591.9TabPFN2026.063.490.8FlexTabAD2026.063.590.7FlexTab2026.063.691.1ConTextTab2026.064.190.9XGBOD2026.065.989.2DevNet2026.066.785.4DeepSAD2026.067.683.7FEAWAD2026.067.783.9