Conformalized Percentile Interval: Finite Sample Validity and Improved Conditional Performance
arXiv:2605.03233v1 Announce Type: new
Abstract: Conformal prediction provides distribution-free predictive intervals with finite-sample marginal coverage. However, achieving conditional validity and interval efficiency (in terms of short interval leng…