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Jinpei Han

2 papers indexed

arxivcs.LG2026-07-24

Autoregressive EHR Foundation Models with Multimodal Inputs

Yuxuan Liu, Joshua Placidi, Jinpei Han, Alfred John Balston, Marek Rei, A. Aldo Faisal

Autoregressive foundation models trained on tokenized electronic health records (EHRs) can support zero-shot clinical prediction, yet most operate on structured event codes alone, and do not incorporate multiple modalities in a principled way. We present a framework for condition…

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arxivcs.LG2026-07-24

Pretraining EHR Foundation Models with Patient-Aware Sampling

Joshua Placidi, Yuxuan Liu, Jinpei Han, Marek Rei, A. Aldo Faisal

Autoregressive foundation models for electronic health records (EHRs) typically inherit pretraining methods from language modeling, where patient trajectories are concatenated into a single token stream and windows are sampled from that stream. In EHR data, this choice is consequ…

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