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genomic covariates 1joint longitudinal modeling 1pharmacometric modeling 1time-to-event analysis 1variational autoencoders 1

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stat.ML2026

Multimodal Empirical Bayes Variational Autoencoders for Joint Longitudinal and Time-to-Event Modeling

Anders Sjöberg, Nils Olsson, Marcus Baaz +1

The paper extends empirical Bayes variational autoencoders to jointly model longitudinal tumor measurements and time‑to‑event outcomes, incorporating genetic covariates and informa…