2 papers
stat.ML2026
TabCF: Distributional Control Function Estimation with Tabular Foundation Models
Geping Chen, Chunlin Li, Tianzhong Yang +2
Instrumental variable (IV) and control function (CF) methods are powerful tools for causal effect estimation in the presence of unmeasured confounding, yet most existing approaches…
stat.ME2026
Hypothesis Testing for Penalized Estimating Equations with Cross-Fitted Covariance Calibration
Jing Zhou, Zhe Zhang
We study hypothesis testing for penalized estimators in settings where the full marginal distribution of a multivariate response is difficult to specify, such as longitudinal data…