On the Role of Surrogates in Conformal Inference of Individual Causal Effects

Chenyin Gao, Peter B. Gilbert, Larry Han

Learning the Individual Treatment Effect (ITE) is essential for personalized decision-making, yet causal inference has traditionally focused on aggregated treatment effects. While…