Conformalized Percentile Interval: Finite Sample Validity and Improved Conditional Performance

Ran Zou, Wanrong Zhu, Bin Nan

Conformal prediction provides distribution-free predictive intervals with finite-sample marginal coverage. However, achieving conditional validity and interval efficiency (in terms…