Impossibility of Distribution-Free Predictive Inference for Individual Treatment Effects

Chongguang Tao, Zheng Zhou, Yuhong Yang

Uncertainty quantification for individual treatment effects (ITEs) is a daunting challenge in causal inference. Motivated by recent advances in conformal prediction, several works…