Yuyang Huo

2 accepted papers

2024

Conformalized Multiple Testing after Data-dependent Selection

Xiaoning Wang, Yuyang Huo, Liuhua Peng, Changliang Zou

NeurIPS 2024poster

The task of distinguishing individuals of interest from a vast pool of candidates using predictive models has garnered significant attention in recent years. This task can be framed as a *conformalized multiple testing* procedure, which aims at quantifying prediction uncertainty by controlling the f…

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2024

Real-Time Selection Under General Constraints via Predictive Inference

Yuyang Huo, Lin Lu, Haojie Ren, Changliang Zou

NeurIPS 2024poster

Real-time decision-making gets more attention in the big data era. Here, we consider the problem of sample selection in the online setting, where one encounters a possibly infinite sequence of individuals collected over time with covariate information available. The goal is to select samples of inte…

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