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Anomaly Detection on UNSW-NB15 (test)

93.9F1-ScoreARES-Static
51.36462.40773.4584.493Nov 27, 2025

Evaluation results

MethodLinks
ARES-StaticThresholding Strategy=Adaptive, Model Configuration=Static2025.1193.998.4——
SLADE-HThresholding Strategy=Optimal2025.1182.789.7——
MIDAS-FThresholding Strategy=Optimal2025.1163.683.4——
ARES-DynamicThresholding Strategy=Adaptive, Model Configuration=Dynamic2025.1162.281.5——
MIDAS-RThresholding Strategy=Optimal2025.1159.979.9——
AnoEdge-LThresholding Strategy=Optimal2025.1157.377.3——
MIDASThresholding Strategy=Optimal2025.1154.773.7——
AnoEdge-GThresholding Strategy=Optimal2025.115373.9——
AnoEdge-G2025.11——75.642.3
AnoEdge-L2025.11——75.243.7
ARES-Dynamic2025.11——87.648.6
ARES-Static2025.11——98.589.2
MIDAS2025.11——81.544.4
MIDAS-F2025.11——79.333.7
MIDAS-R2025.11——8446.9
SLADE-H2025.11——97.186.7