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stat.ME2026
Sharp Bounds for Treatment Effect Generalization under Outcome Distribution Shift
Amir Asiaee, Samhita Pal, Cole Beck +1
Generalizing treatment effects from a randomized trial to a target population requires the assumption that potential outcome distributions are invariant across populations after co…
stat.ME2026
Estimating causal effects of functional treatments with modified functional treatment policies
Ziren Jiang, Erjia Cui, Jared D. Huling
Functional data are increasingly prevalent in biomedical research. While functional data analysis has been established for decades, causal inference with functional treatments rema…