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Ece Özkan Elsen

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#artificial intelligence Preprint Sep 2026

Reading the Whole Heart: Latent-Attention Masked Autoencoders for Multimodal Cardiac Representation Learning

Cardiovascular diagnosis and treatment rest on integrating complementary modalities, such as electrocardiogram, echocardiography, and chest X-rays, each capturing distinct but complementary aspects of cardiac pathophysiology. Yet most medical foundation models remain modality-specific, combining modalities only for fin...

Andrea Agostini, Simon Böhi, Moritz Vandenhirtz et al. · 0 citations

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