Author

Xiao-Hua Zhou

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Preprint Sep 2026

Design-based Estimation and Inference on Quantile Exposure Effect under General Interference

Many applications in public health, environmental science, and economics feature spillovers across connected units, violating the Stable Unit Treatment Value Assumption (SUTVA) underlying classical quantile treatment effect methods. We develop a general framework for defining, estimating, and conducting inference for q...

Hao-Xiang Wang, Lan Wang, Xiao-Hua Zhou · 0 citations

Book Open access Aug 2026

Causality-Based Conformal Imputation Correction with Non-Random Missing Labels

This work proposes a model-agnostic framework to assess the accuracy of imputed labels and to correct imputations with large bias based on conformal prediction, and leverage conformal prediction to construct a valid prediction set for units with unobserved labels, and revise imputations that fall outside this set.

Chun-Yuan Zheng, Xiang Li, Hang Pan et al. · Proceedings of the 32nd ACM... · 0 citations