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…