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math.ST2025
Online selective conformal inference: adaptive scores, convergence rates and optimality
Pierre Humbert, Ulysse Gazin, Ruth Heller +1
In a supervised online setting, quantifying uncertainty has been proposed in the seminal work of Gibbs and Candès (2021). For any given point-prediction algorithm, their method (AC…
math.ST2024★ 3 cited
Selecting informative conformal prediction sets with false coverage rate control
Ulysse Gazin, Ruth Heller, Ariane Marandon +1
In supervised learning, including regression and classification, conformal methods provide prediction sets for the outcome/label with finite sample coverage for any machine learnin…