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cs.AI2026
PGP-Clinical-TimeKAN: Prior-Guided Joint Probabilistic Forecasting of Clinical Trajectories
Weizhi Nie, Rihao Chang, Weijie Wang +1
Clinical deterioration unfolds through coupled, partially observed trajectories, not a single diagnostic label. We introduce PGP-Clinical-TimeKAN, a trajectory-first framework for…
cs.LG2026
CSRA: Controlled Spectral Residual Augmentation for Robust Sepsis Prediction
Honglin Guo, Rihao Chang, He Jiao +3
Accurate prediction of future risk and disease progression in sepsis is clinically important for early warning and timely intervention in intensive care. However, short-window seps…