Prediction Sets for Counterfactual Decisions: Coverage, Optimality, and Conformal Prediction

Yurui Zheng, Ying Jin

Predictions are increasingly used to guide high-stakes decisions, from treatment selection to policy making. To ensure reliability with imperfect predictions, uncertainty quantific…