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stat.ME2026
Online Selective Conformal Prediction with Asymmetric Rules: A Permutation Test Approach
Mingyi Zheng, Ying Jin
Selective conformal prediction aims to construct prediction sets with valid coverage for a test unit conditional on it being selected by a data-driven mechanism. While existing met…
stat.ME2024
Optimized Conformal Selection: Powerful Selective Inference After Data-Dependent Score Construction
Tian Bai, Ying Jin
We study data-driven score construction in conformal selection, which uses conformal p-values and multiple testing to select "interesting" instances with large unobserved labels fr…