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cs.LG2026
Beyond Patient Invariance: Learning Cardiac Dynamics via Action-Conditioned JEPAs
Jose Geraldo Fernandes, Luiz Facury, Pedro Robles Dutenhefner +1
Self-supervised learning in healthcare has largely relied on invariance-based objectives, which maximize similarity between different views of the same patient. While effective for…
cs.LG2025
Transferring Clinical Knowledge into ECGs Representation
Jose Geraldo Fernandes, Luiz Facury de Souza, Pedro Robles Dutenhefner +2
Deep learning models have shown high accuracy in classifying electrocardiograms (ECGs), but their black box nature hinders clinical adoption due to a lack of trust and interpretabi…