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Author

Zhiguo Xiao

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Preprint Oct 2026

Causal Mediation Analysis for Panel Data with Double/Debiased Machine Learning

We develop a double/debiased machine learning framework for causal mediation analysis in panel data with two-way fixed effects. Binary, multivalued, or continuous treatments and continuous mediators affect outcomes via histories. We formulate partially linear models for potential outcomes and mediators, define history-...

Pei-Shien Wu, Zhi-Guo Xiao · 0 citations
Preprint Aug 2026

Causal Mediation Analysis for Network Data with Graph Neural Network

Causal mediation analysis is typically formulated under no interference, an assumption often violated in networked populations. We develop a nonparametric framework for a single large observed network that allows simultaneous treatment and mediator spillovers and high-dimensional network confounding. Exposure and media...

Pei-Shien Wu, Zhiguo Xiao · 0 citations

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