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Russ B. Altman

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#machine learning Preprint Sep 2026

Learning Continuous Patient Trajectories from Electronic Health Records

Electronic health records provide irregular observations of latent patient states that evolve continuously over time. Recent autoregressive models condition on clinical histories to forecast future events as sequences of discrete observations. Conversely, multi-marginal flow matching provides a continuous-time formulat...

Silas Ruhrberg Estévez, Kara Liu, Christopher Chiu et al. · 0 citations

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