ResearchBenchmarksAnomaly detection on LANL enterprise authentication logs Event-levelFollow3.15APTraXion0.4461.1481.852.552May 7, 2026Evaluation ResultsMethodMethodLinksAPAUROCMax F1 ScoreTraXionvariant=co-occurrencevariant=co-occurrence2026.053.1594.028.06TraXion2026.052.1687.477.82Tuor-AAAI172026.051.0386.565.51LogBERT2026.050.7688.612.04UniTraj2026.050.7579.984.37DeepLog2026.050.6286.282.14NuLog2026.050.6185.532.51LogGPT2026.050.5578.812.17