ResearchBenchmarksAnomaly detection on LANL enterprise authentication logs User-levelAnomaly detection on LANL enterprise authentication logs User-levelFollow27.98APTraXion17.985620.580323.17525.7697May 7, 2026Evaluation resultsMethodMethodLinksAPAUROCMax F1 ScoreTraXionvariant=co-occurrencevariant=co-occurrence2026.0527.9889.0939.8NuLog2026.0527.0184.1838.73TraXion2026.0523.3990.837.13LogGPT2026.0521.7283.5833.62LogBERT2026.0520.8384.6329.37DeepLog2026.0520.8288.6834.08UniTraj2026.0519.6179.3626.48Tuor-AAAI172026.0518.3788.7828.34