AI RESEARCH
Colorful Pinball: Density-Weighted Quantile Regression for Conditional Guarantee of Conformal Prediction
arXiv CS.LG
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ArXi:2512.24139v5 Announce Type: replace Although conformal prediction provides robust marginal coverage guarantees, achieving reliable conditional coverage for specific inputs remains challenging. While exact distribution-free conditional coverage is impossible with finite samples, recent work has focused on improving the conditional coverage of standard conformal procedures.