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The paper introduces PGP-Clinical-TimeKAN, a trajectory-first framework for joint probabilistic forecasting of clinical data, evaluated on ICU datasets with improved accuracy and probabilistic performance over existing models.
This paper introduces ICD-Deepresearch, a system that combines EHR foundation models with language models and medical search to forecast future ICD codes for patient visits, achieving improved accuracy and physician-rated usefulness over baseline methods.
MissHyper is a new hypergraph forecasting model that restores clinical synchronicity by aggregating co-timestamp records before message passing, achieving consistent gains on PhysioNet 2012, MIMIC-III, and MIMIC-IV benchmarks.