Conformal Prediction under Levy-Prokhorov Distribution Shifts: Robustness to Local and Global Perturbations

Liviu Aolaritei, Zheyu Oliver Wang, Julie Zhu +2

Conformal prediction provides a powerful framework for constructing prediction intervals with finite-sample guarantees, yet its robustness under distribution shifts remains a signi…