Coverage Guarantees for Pseudo-Calibrated Conformal Prediction under Distribution Shift

Farbod Siahkali, Ashwin Verma, Vijay Gupta

Conformal prediction (CP) offers distribution-free marginal coverage guarantees under an exchangeability assumption, but these guarantees can fail if the data distribution shifts.…