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causal inference 1doubly robust estimation 1functional data analysis 1longitudinal data 1representation learning 1

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1 paper

stat.ML2026

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

Mengfei Ran, Yifeng Shen, Ruijie Guan

The paper introduces a method called Doubly Robust Functional Representation Learning (DR-FRL) that transforms irregular, time‑varying data into targeted representations for longit…