15 citations · 35 across the 21 of their papers we have counts for
4 papers · 1 filter
Structure-Adaptive E-Value Filter for Detecting Regional Signals in Brain Imaging
Jingcheng He, Hangjin Jiang, Wenguang Sun +1
Structural MRI provides a noninvasive view of the neuroanatomical differences associated with cognitive impairment and dementia. Using data from the Alzheimer's Disease Neuroimagin…
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…
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…
Structure-Adaptive Conformal Inference for Large-Scale Out-of-Distribution Testing
Rongyi Sun, Wenguang Sun, Zinan Zhao
This paper addresses structured out-of-distribution (OOD) testing in high-stakes machine learning applications. Traditional conformal methods rely on joint exchangeability, making…