Author

Hong-Zhe Li

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Preprint Sep 2026

Causal Path Analysis from Perturbational and Population-Scale Single-Cell Data with Multiscale Confounding and Measurement Error

Single-cell perturbation experiments provide causal information on gene regulation, whereas population-scale single-cell studies characterize gene expression and phenotypes in human populations. We develop a framework that integrates these complementary data sources for causal path analysis. Rather than assuming that a...

Kwangmoon Park, Hong-Zhe Li · 0 citations

Preprint Sep 2026

Statistical Inference for Causal Discovery under Selection and Latent Variables via Single-Target Interventions

This work develops a model-free and constraint-query optimal statistical inference framework for causal discovery under latent variables and selection using single-target interventions, and introduces the system-induced subgraph (SIS) to capture the causal relations among system variables while accounting for context v...

Xiao-Tian Hou, Kwangmoon Park, Hong-Zhe Li · 1 citation