Electrocardiogram Classification

Also known as ECG

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9 papers in the last four weeks, up 125% on the four weeks before. 0.1% of all new papers.

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  1. Efficient Neural Architectures for Real-Time ECG Interpretation on Limited Hardware

    May 11, 2026Ashery Mbilinyi, Callum O'Riley, Julia Handra +8Efficient Neural Network InferenceElectrocardiogram Classification

    Department of Computer Science University of Victoria Victoria, Canada · Department of Electrical and Computer Engineering University of British Columbia Vancouver, Canada · Faculty of Medicine University of British Columbia Vancouver, Canada +4

  2. Domain-Adaptive Arrhythmia Classification Using a Hybrid Transformer on Wearable Heart Signals

    May 5, 2026Maedeh H. Toosi, Siamak MohammadiTransformerDomain Adaptation

    School of Electrical and Computer Engineering, University of Tehran, Tehran, Iran

  3. Label-Conditioned Cross-Modal Fusion for Adult-to-Pediatric ECG Transfer via Curriculum-Gated Contrastive Alignment

    May 1, 2026Xinran Liu, Yuwen Li, Hongxiang Gao +4ElectrocardiographyCross-Modal Alignment

    School of Instrument Science and Engineering, Southeast University, Nanjing 210096, Nanjing, China · Nanjing Medical University, Nanjing 211166, Nanjing, China · Zhengzhou University, Zhengzhou 450001, Zhengzhou, China

  4. Domain-Adapted Fine-Tuning of ECG Foundation Models for Multi-Label Structural Heart Disease Screening

    Apr 25, 2026Duc N. Do, Minh N. Do, Dang Nguyen +14Unsupervised Domain AdaptationEchocardiography

    1PASSIO Laboratory, North Carolina A&T State University, Greensboro, NC, USA · Department of Computer Science, University of Manitoba, Winnipeg, MB, Canada · 3Harvard T.H. Chan School of Public Health, Harvard University, Boston, MA, USA +4

  5. Beyond Patient Invariance: Learning Cardiac Dynamics via Action-Conditioned JEPAs

    Apr 24, 2026Jose Geraldo Fernandes, Luiz Facury, Pedro Robles Dutenhefner +1Latent Dynamics ModelingHealthcare

    Department of Computer Science Universidade Federal de Minas Gerais Belo Horizonte, Brazil

  6. ECG-Lens: Benchmarking ML & DL Models on PTB-XL Dataset

    Apr 17, 2026Saloni Garg, Ukant Jadia, Amit Sagtani +1Electrocardiogram ClassificationConvolutional Neural Networks

    Sir Padampat Singhania University Udaipur, Rajasthan, India · The LNM Institute of Information Technology, Jaipur, India

  7. A Multimodal and Explainable Machine Learning Approach to Diagnosing Multi-Class Ejection Fraction from Electrocardiograms

    Apr 17, 2026Catherine Ning, Yu Ma, Cindy Beini Wang +4Left Ventricular Ejection Fraction EstimationMultimodal Classification

    Operations Research Center, Massachusetts Institute of Technology, Cambridge, MA, USA · Wisconsin School of Business, University of Wisconsin–Madison, Madison, WI, USA · Heart and Vascular Institute, Hartford Hospital, Hartford, CT, USA

  8. MedMamba: Recasting Mamba for Medical Time Series Classification

    Apr 17, 2026ZhengXiao He, Huayu Li, Xiwen Chen +4MambaElectroencephalography

    Department of Electrical & Computer Engineering at the University of Arizona, Tucson, AZ, USA

  9. Investigating ECG Diagnosis with Ambiguous Labels using Partial Label Learning

    Dec 11, 2025Sana Rahmani, Javad Hashemi, Ali EtemadElectrocardiogram Classification

    Electrical and Computer Engineering Department, Queen’s University, Canada · School of Computing, Queen’s University, Canada

  10. FOCAL: Fine-Grained Optimal-Transport-Driven Contrastive Alignment of Language and ECGs with Waveform Enhancement

    May 17, 2025Haitao Li, Che Liu, Zhengyao Ding +3Electrocardiogram ClassificationMultimodal Contrastive Learning

    Zhejiang University · Shanghai Innovation Institute · Imperial College London +2

  11. MambaCapsule: Towards Transparent Cardiac Disease Diagnosis with Electrocardiography Using Mamba Capsule Network

    Jul 30, 2024Yinlong Xu, Zitai Kong, Yixuan Wu +5Interpretable MLElectrocardiogram Classification

    State Key Laboratory of Transvascular Implantation Devices and TIDRI, Zhejiang University, Hangzhou, China · School of Public Health, Zhejiang University and Zhejiang Key Laboratory of Medical Imaging Artificial Intelligence, Hangzhu, China · State Key Laboratory of Transvascular Implantation Devices of The Second Affiliated Hospital and Liangzhu Laboratory, Zhejiang University, Hangzhou, China +3

  12. A Dataset and Benchmarks for Atrial Fibrillation Detection from Electrocardiograms of Intensive Care Unit Patients

    Date pendingSarah Nassar, Nooshin Maghsoodi, Sophia Mannina +7Electrocardiogram Foundation ModelsElectrocardiogram Classification

    Department of Electrical and Computer Engineering at Queen’s University, Kingston, ON, Canada · School of Computing at Queen’s University, Kingston, ON, Canada · Smith School of Business at Queen’s University, Kingston, ON, Canada +5