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Attack Detection Robustness on CICIDS 17

86.99Attack F1RES-DARE
18.932436.601254.2771.9388Jul 2, 2026

Evaluation results

MethodLinks
RES-DAREStrength=0.052026.0786.990.5
RES-DAREStrength=0.102026.0779.20.91
MLPStrength=0.052026.0750.1949.89
MLPStrength=0.102026.0750.1549.96
LogRegStrength=0.052026.0750.0749.96
LogRegStrength=0.102026.0750.0350.01
XGBoostStrength=0.052026.0735.4933.91
XGBoostStrength=0.102026.0734.134.34
Random ForestStrength=0.052026.0725.070.01
Random ForestStrength=0.102026.0721.550.03