Sampling Frequency Has Architecture-Dependent Effects on ECG Deep Learning Classification: CNNs Are Robust, Transformers Benefit Modestly. uri icon

authors

  • Freedman, Cole
  • Vallabhajosyula, Saraschandra
  • Michael Nanna, MD, MHS
  • Okoh, Alexis
  • Unlu, Ozan
  • Pantlin, Peter
  • Fenrich, Arnold
  • Hong, Mauricio
  • Hassan, Syed Zawahir
  • Alvarez, Maximo
  • Elhajj, Peter
  • Kim, Paul
  • Park, Sun Kyeong
  • Park, Chanhyun
  • Hirji, Sameer
  • Grimm, Joshua C

publication date

  • August 4, 2026