Causal Inference as Distribution Adaptation: Optimizing ATE Risk under Propensity Uncertainty

Ashley Zhang

Standard approaches to causal inference, such as Outcome Regression and Inverse Probability Weighted Regression Adjustment (IPWRA), are typically derived through the lens of missin…