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eess.SP2026
Diagnosing as Cardiologists Do: ECG Agents with Doctor-Grounded Priors for Clinical Reasoning Across Diseases and Populations
Hongxiang Gao, He-yang Xu, Yuwen Li +6
Cardiologists interpret electrocardiograms by localizing waveform components, measuring rhythm and interval patterns, and translating these structured observations into diagnostic…
eess.SP2025
Masked Autoencoders that Feel the Heart: Unveiling Simplicity Bias for ECG Analyses
He-Yang Xu, Hongxiang Gao, Yuwen Li +2
The diagnostic value of electrocardiogram (ECG) lies in its dynamic characteristics, ranging from rhythm fluctuations to subtle waveform deformations that evolve across time and fr…