arxivstat.MLcs.LGmath.ST2026-07-02
Prediction Sets for Counterfactual Decisions: Coverage, Optimality, and Conformal Prediction
Predictions are increasingly used to guide high-stakes decisions, from treatment selection to policy making. To ensure reliability with imperfect predictions, uncertainty quantification methods such as conformal prediction build prediction sets with coverage guarantees. However,…