ResearchBenchmarksFraud Detection on IEEE-CIS Fraud DetectionFollow0.9236AUCBaseline0.8759680.8883340.90070.913066Jun 24, 2026Evaluation ResultsMethodMethodLinksAUCDelta AUCBaselineTime (s)=4.87, Speedup...Time (s)=4.87, Speedup=1.00×2026.060.9236—Randomf=0.3, Time (s)=5.67,...f=0.3, Time (s)=5.67, Speedup=0.86×2026.060.92220.001EMA-FSr=0.7, Time (s)=3.61,...r=0.7, Time (s)=3.61, Speedup=1.35×2026.060.90950.014EMA-FSr=0.5, Time (s)=3.43,...r=0.5, Time (s)=3.43, Speedup=1.42×2026.060.89610.028EMA-FSr=0.3, Time (s)=3.37,...r=0.3, Time (s)=3.37, Speedup=1.45×2026.060.87780.046