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.ME2023
Multi-Label Residual Weighted Learning for Individualized Combination Treatment Rule
Qi Xu, Xiaoke Cao, Geping Chen +3
Individualized treatment rules (ITRs) have been widely applied in many fields such as precision medicine and personalized marketing. Beyond the extensive studies on ITR for binary…