2 papers
stat.ME2026
COINS: Any-Stage-Valid and Utility-Oriented Sequential Conformal Prediction
Wangcheng Li, Nan Qiao, Xu Guo +1
Many predictive workflows update uncertainty as information is acquired and use intermediate reports to determine whether to stop or deploy further resources. We study conformal in…
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…