3 papers
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.LG2026
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…
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…