3 papers
cs.LG2026
Smooth Multi-Policy Causal Effect Estimation in Longitudinal Settings
Wenxin Chen, Weishen Pan, Kyra Gan +1
Comparative evaluation of multiple dynamic treatment policies is essential for healthcare and policy decisions, yet conventional longitudinal causal inference methods estimate each…
cs.LG2026
Deep Doubly Debiased Longitudinal Effect Estimation with ICE G-Computation
Wenxin Chen, Weishen Pan, Kyra Gan +1
Estimating longitudinal treatment effects is essential for sequential decision-making but is challenging due to treatment-confounder feedback. While Iterative Conditional Expectati…
cs.LG2025
MOSIC: Model-Agnostic Optimal Subgroup Identification with Multi-Constraint for Improved Reliability
Wenxin Chen, Weishen Pan, Kyra Gan +1
Current subgroup identification methods typically follow a two-step approach: first estimate conditional average treatment effects and then apply thresholding or rule-based procedu…