Multi-Variable Conformal Prediction: Optimizing Prediction Sets without Data Splitting

Laura Lützow, Simone Garatti, Marco C. Campi +2

Conformal prediction constructs prediction sets with finite-sample coverage guarantees, but its calibration stage is structurally constrained to a scalar score function and a singl…