Xinyun Lu

Denoised Conformal Alignment for Reliable Selection of Conditional Average Treatment Effect Predictions

Xinyun Lu, Haoang Chi, Zhiheng Zhang

In selective deployment, practitioners act only on a model-chosen subset of individuals based on predicted conditional average treatment effects, but marginal conformal guarantees need not control reliability on that selected subset. We study reliable selection for black-box CATE…Read more