3 citations · 4 across the 5 of their papers we have counts for
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cs.LG2026
Detecting low left ventricular ejection fraction from ECG using an interpretable and scalable predictor-driven framework
Ya Zhou, Tianxiang Hao, Ziyi Cai +5
Low left ventricular ejection fraction (LEF) frequently remains undetected until progression to symptomatic heart failure, underscoring the need for scalable screening strategies.…
cs.LG2025
Bridging Performance Gaps for ECG Foundation Models: A Post-Training Strategy
Ya Zhou, Yujie Yang, Xiaohan Fan +1
ECG foundation models are increasingly popular due to their adaptability across various tasks. However, their clinical applicability is often limited by performance gaps compared t…
cs.LG2025★ 1 cited
Multi-scale Masked Autoencoder for Electrocardiogram Anomaly Detection
Ya Zhou, Yujie Yang, Jianhuang Gan +3
Electrocardiogram (ECG) analysis is a fundamental tool for diagnosing cardiovascular conditions, yet anomaly detection in ECG signals remains challenging due to their inherent comp…