ResearchBenchmarksTabular Anomaly Detection on MulcrossFollow1AUC ROCIForest0.893920.921460.9490.97654Feb 8, 2026Evaluation ResultsMethodMethodLinksAUC ROCIForest2026.021PCA2026.021KNN2026.021DeepSVDD2026.021RCA2026.021GOAD2026.021ICL2026.021DTE2026.021AnoLLM-135Mbackbone=SmolLM-135Mbackbone=SmolLM-135M2026.021CausalTAD-135Mbackbone=SmolLM-135Mbackbone=SmolLM-135M2026.021SLAD2026.020.998NeuTral2026.020.978ECOD2026.020.96REPEN2026.020.898