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stat.ME2025
A General Stability Approach to False Discovery Rate Control
Jiajun Sun, Zhanrui Cai, Wei Zhong
Stability and reproducibility are essential considerations in various applications of statistical methods. False Discovery Rate (FDR) control methods are able to control false sign…
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…