A density-weighted pinball loss derived via Taylor expansion, estimated with a three-headed quantile network, targets improved conditional coverage in conformal prediction with non-asymptotic guarantees.
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Colorful Pinball: Density-Weighted Quantile Regression for Conditional Guarantee of Conformal Prediction
A density-weighted pinball loss derived via Taylor expansion, estimated with a three-headed quantile network, targets improved conditional coverage in conformal prediction with non-asymptotic guarantees.