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stat.ME2026
COINS: Any-Stage-Valid and Utility-Oriented Sequential Conformal Prediction
Wangcheng Li, Nan Qiao, Xu Guo +1
In clinical diagnosis, sequential screening, and cascaded prediction systems, information is often acquired in stages, with intermediate predictions guiding whether to act on the a…
math.ST2026
Conformalized Large-Scale Selective Inference with Informative and Trustworthy Prediction Sets
Wangcheng Li, Guanlan Zhao, Xu Guo +1
In large-scale prediction problems, exhaustively following up on all test units is often impractical and inefficient, motivating a selective reporting strategy that fulfills the du…