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20242026
most citedCausal Inference with High-dimensional Discrete Covariates

1 citations · 1 across the 1 of their papers we have counts for

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6 papers

math.ST20261 cited

Causal Inference with High-dimensional Discrete Covariates

Zhenghao Zeng, Sivaraman Balakrishnan, Yanjun Han +1

When estimating causal effects from observational studies, researchers often need to adjust for many covariates to deconfound the non-causal relationship between exposure and outco…

stat.ME2026

Sequentially-Rerandomized Switchback Experiments

Zhenghao Zeng, Christopher Adjaho, Alonso Bucarey +5

Large-scale online platforms and marketplace systems often evaluate new policies through experiments that randomize treatment across operational units (e.g., geographies, regions,…

stat.ME2025

Handling Missing Responses under Cluster Dependence with Applications to Language Model Evaluation

Zhenghao Zeng, David Arbour, Avi Feller +3

Human annotations play a crucial role in evaluating the performance of GenAI models. Two common challenges in practice, however, are missing annotations (the response variable of i…

stat.ME2025

Nonparametric Estimation of Local Treatment Effects with Continuous Instruments

Zhenghao Zeng, Alexander W. Levis, JungHo Lee +2

Instrumental variable methods are widely used to address unmeasured confounding, yet much of the existing literature has focused on the binary instrument setting. Extensions to con…

stat.ME2025

Causal Inference for Genomic Data with Multiple Heterogeneous Outcomes

Jin-Hong Du, Zhenghao Zeng, Edward H. Kennedy +2

With the evolution of single-cell RNA sequencing techniques into a standard approach in genomics, it has become possible to conduct cohort-level causal inferences based on single-c…

stat.ME2024

Efficient Generalization and Transportation

Zhenghao Zeng, Edward H. Kennedy, Lisa M. Bodnar +1

When estimating causal effects, it is important to assess external validity, i.e., determine how useful a given study is to inform a practical question for a specific target popula…