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Hai-Jin Zhang

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#machine learning Preprint Sep 2026

TRACE: Tractable Routing Autoencoder for Clinical ECG

Deep learning has advanced automated electrocardiogram (ECG) diagnosis, but the field's most accurate models, foundation models pretrained on millions of recordings, are not decision-pathway auditable: a clinician cannot trace a diagnosis to a physiological pathway or intervene on one. We propose TRACE, a Tractable Rou...

Shun-Bo Jia, Run-Ze Ma, Haonan Lyu et al. · 0 citations

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