ResearchBenchmarksArtifact Detection on Per-sample diagnostics Gaussian noiseArtifact Detection on Per-sample diagnostics Gaussian noiseFollow1AUROCVGGish0.950.97511.025May 7, 2026Evaluation resultsMethodMethodLinksAUROCSeparation RatioVGGishepsilon (ε)=0.05epsilon (ε)=0.052026.0511,428.53EnCodecepsilon (ε)=0.05epsilon (ε)=0.052026.051320,575.96CLAPepsilon (ε)=0.05epsilon (ε)=0.052026.051450.84AudioMAEepsilon (ε)=0.05epsilon (ε)=0.052026.051115,228.23PANNsepsilon (ε)=0.05epsilon (ε)=0.052026.05115,841.46