math.ST · 2026-07-01 · No. 40
Statistics Theory, 2026-07-01.
1 new papers in math.ST. Titles, authors,
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01 — The papers
1 entries-
01
On Optimal Data Splitting for Split Conformal Prediction
Sayan Das, Bahram Yaghooti, Todd A. Kuffner, Soumendra N. Lahiri
math.ST · cs.LG · stat.ML
Conformal prediction and its variants, including the split conformal prediction, provide a distribution-free framework for uncertainty quantification by constructing prediction intervals or sets with finite-sample coverage guarantees. The statistical efficiency of these intervals depends critically on how the data are split into training and calibration samples. Despite its practical importance, a principled characterization of the...
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