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stat.ML2025
Improving the statistical efficiency of cross-conformal prediction
Matteo Gasparin, Aaditya Ramdas
Vovk (2015) introduced cross-conformal prediction, a modification of split conformal designed to improve the width of prediction sets. The method, when trained with a miscoverage r…
stat.ML2024
Conformal online model aggregation
Matteo Gasparin, Aaditya Ramdas
Conformal prediction equips machine learning models with a reasonable notion of uncertainty quantification without making strong distributional assumptions. It wraps around any pre…