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20182026
most citedAsymptotic Distributions of High-Dimensional Distance Correlation Inference

34 citations · 36 across the 7 of their papers we have counts for

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stat.ME2025

Knockoffs Inference under Privacy Constraints

Zhanrui Cai, Yingying Fan, Lan Gao

Model-X knockoff framework offers a model-free variable selection method that ensures finite sample false discovery rate (FDR) control. However, the complexity of generating knocko…

stat.ML2025

Asymptotic FDR Control with Model-X Knockoffs: Is Moments Matching Sufficient?

Yingying Fan, Lan Gao, Jinchi Lv +1

We propose a unified theoretical framework for studying the robustness of the model-X knockoffs framework by investigating the asymptotic false discovery rate (FDR) control of the…