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

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  1. PhysioBank, PhysioToolkit, and PhysioNet · Ary L. Goldberger · 2000 · 14916 citations · Cited by this paper
  2. Prominent T-wave induced by Valsalva maneuver associated with a RYR2 loss-of-function variant · 2026 · Related
  3. PTB-XL, a large publicly available electrocardiography dataset · Patrick L Wagner · 2020 · 1310 citations · Cited by this paper
  4. Bidirectional Temporal Association of Device-Detected Atrial Fibrillation and Sleep Apnea · 2026 · Related
  5. The normal ECG in childhood and adolescence · David F. Dickinson · 2005 · 174 citations · Cited by this paper
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  7. Frequency content and characteristics of ventricular conduction · Larisa G. Tereshchenko · 2015 · 165 citations · Cited by this paper
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  9. CAT-Net: Convolution, attention, and transformer based network for single-lead ECG arrhythmia classification · Md. Rabiul Islam · 2024 · 114 citations · Cited by this paper
  10. Prognostic value of ECG-derived f-wave indices from implantable loop recorder: Analysis from the LOOP study · 2026 · Related
  11. State-of-the-Art Deep Learning Methods on Electrocardiogram Data: Systematic Review · Γεώργιος Πετμεζάς · 2022 · 104 citations · Cited by this paper
  12. An Anatomical CT-Based Framework for Optimizing Left Bundle Branch Area Pacing of the Human Cardiac Conduction System · 2026 · Related
  13. Big Data and Artificial Intelligence: Opportunities and Threats in Electrophysiology · Rutger R van de Leur · 2020 · 36 citations · Cited by this paper
  14. When lightning strikes? An interdisciplinary educational opportunity between cardiology and forensic pathology. · 2026 · Related
  15. Transformer-based ECG classification for early detection of cardiac arrhythmias · Sunnia Ikram · 2025 · 29 citations · Cited by this paper
  16. Concussion-AF Trial: Longitudinal Assessment of Brain Injury Biomarkers and Cognitive Decline in Elderly Patients with Atrial Fibrillation · 2026 · Related
  17. Electrocardiogram Devices for Home Use: Technological and Clinical Scoping Review · Alejandra Zepeda-Echavarria · 2023 · 20 citations · Cited by this paper
  18. First 1000 Cases of Dual-Energy Lattice-Tip Ablation for Atrial Fibrillation: Procedural Experience, Clinical Practice Impact, And Cost Analysis · 2026 · Related
  19. Are Wearable ECG Devices Ready for Hospital at Home Application? · Jorge Medina · 2025 · 14 citations · Cited by this paper
  20. One versus two 3-minute cryoballoon ablations per pulmonary vein for paroxysmal atrial fibrillation: The One Freeze trial · 2026 · Related
  21. Assessing the Impact of Downsampled ECGs and Alternative Loss Functions in Multi-Label Classification of 12-Lead ECGs · Bjørn-Jostein Singstad · 2025 · 3 citations · Cited by this paper

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