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Chuan-Qi Lao

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#artificial intelligence Preprint Oct 2026

HiSTOR: Structured Treatment-outcome Representation Learning for High-Dimensional Longitudinal Data

Estimating potential outcomes under alternative treatment sequences is essential for personalized decision-making, but remains challenging with high-dimensional covariates and time-varying confounding. In this study, we propose HiSTOR (High-dimensional Structured Treatment-Outcome Representation), an end-to-end framewo...

Chuan-Qi Lao, Jun-Zhou Huang, Qiao Liu · 0 citations

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