2025
Beyond the Average: Distributional Causal Inference under Imperfect Compliance
NeurIPS 2025poster
We study the estimation of distributional treatment effects in randomized experiments with imperfect compliance. When participants do not adhere to their assigned treatments, we leverage treatment assignment as an instrumental variable to identify the local distributional treatment effect—the differ…