ResearchBenchmarksIntrusion Detection on Attack Detection DatasetFollow0.96DDoS Detection RateDMAS0.77280.82140.870.9186Jan 24, 2026Evaluation ResultsMethodMethodLinksDDoS Detection RateMITM Detection RateReplay Detection RateInjection Detection RateMalware Detection RateZero-day Detection RateAverage Detection RateDMAS2026.010.960.940.930.920.950.870.928Signature2026.010.920.650.580.720.880.350.683ML-based2026.010.890.880.860.850.910.680.845Anomaly2026.010.780.820.750.680.710.520.71