ResearchBenchmarksAnomaly Detection on Waveform (AUC, AP)Follow92.41AUCChronosAD51.3361.99572.6683.325May 31, 2026Evaluation ResultsMethodMethodLinksAUCAPChronosADzero-shot=truezero-shot=true2026.0592.4186.93KalmanAE2026.0587.0446.15USAD2026.0585.5642.41Deep-SVDD2026.0584.6845.12BeatGAN2026.0583.1944.27GOAD2026.0577.0837.49ECOD2026.0574.8840.09ALAD2026.0568.3535.5TLKF2026.0564.1343.11GTA2026.0563.8539.12NSIBF2026.0562.2545.2AnoGAN2026.0552.9134.89