ARK: Robust Knockoffs Inference with Coupling

Yingying Fan, Lan Gao, Jinchi Lv

We investigate the robustness of the model-X knockoffs framework with respect to the misspecified or estimated feature distribution. We achieve such a goal by theoretically studyin…