A Generative Framework for Causal Estimation via Importance-Weighted Diffusion Distillation

Xinran Song, Tianyu Chen, Mingyuan Zhou

Estimating individualized treatment effects from observational data is a central challenge in causal inference, largely due to covariate imbalance and confounding bias from non-ran…