ResearchBenchmarksTabular Anomaly Detection on KDDCUP99 HttpFollow100AUC-ROCIForest89.39292.14694.997.654Feb 8, 2026Evaluation ResultsMethodMethodLinksAUC-ROCIForest2026.02100PCA2026.02100KNN2026.02100DeepSVDD2026.02100RCA2026.02100SLAD2026.02100GOAD2026.02100ICL2026.02100DTE2026.02100AnoLLM-135Mbackbone=SmolLM-135Mbackbone=SmolLM-135M2026.02100CausalTAD-135Mbackbone=SmolLM-135Mbackbone=SmolLM-135M2026.02100NeuTral2026.0297.8ECOD2026.0296REPEN2026.0289.8