A PIT-calibrated percentile interval method delivers finite-sample marginal coverage, asymptotic conditional coverage, and shorter intervals than prior conformal approaches.
Boosted conformal prediction intervals.Advances in Neural Information Processing Systems, 37:71868–71899
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Conformalized Percentile Interval: Finite Sample Validity and Improved Conditional Performance
A PIT-calibrated percentile interval method delivers finite-sample marginal coverage, asymptotic conditional coverage, and shorter intervals than prior conformal approaches.