4 papers
Learning U-Statistics with Active Inference
Xiaoning Wang, Yuyang Huo, Liuhua Peng +1
-statistics play a central role in statistical inference. In many modern applications, however, acquiring the labels required for -statistics is costly. Motivated by recent a…
Feedback-Enhanced Online Multiple Testing with Applications to Conformal Selection
Lin Lu, Yuyang Huo, Haojie Ren +2
This work studies online multiple testing with feedback, where decisions are made sequentially, and the true state of the hypothesis is revealed after decisions are made, either in…
Unified Conformalized Multiple Testing with Full Data Efficiency
Yuyang Huo, Xiaoyang Wu, Changliang Zou +1
Conformalized multiple testing offers a model-free way to control predictive uncertainty in decision-making. Existing methods typically use only part of the available data to build…
CAP: A General Algorithm for Online Selective Conformal Prediction with FCR Control
Yajie Bao, Yuyang Huo, Haojie Ren +1
We study the problem of post-selection predictive inference in an online fashion. To avoid devoting resources to unimportant units, a preliminary selection of the current individua…