Mind the Missing: Variable-Aware Representation Learning for Irregular EHR Time Series using Large Language Models

Jeong Eul Kwon, Joo Heung Yoon, Hyo Kyung Lee

Irregular sampling and high missingness are intrinsic challenges in modeling time series derived from electronic health records (EHRs),where clinical variables are measured at unev…