Doubly Robust Functional Representation Learning for Longitudinal Causal Inference with Irregular Histories

Mengfei Ran, Yifeng Shen, Ruijie Guan

Longitudinal causal studies often record histories as irregular functional fragments: laboratory values, physiologic signals, sensor streams, and image-derived summaries measured a…