2 papers
stat.ML2026
MinShap: A Shapley-Based Framework for Feature Redundancy
Chenghui Zheng, Garvesh Raskutti
Shapley values provide a flexible framework for attributing feature contributions to model predictions, but they are not naturally suited for feature selection: a feature may recei…
stat.ME2025
Model-free High Dimensional Mediator Selection with False Discovery Rate Control
Runqiu Wang, Ran Dai, Jieqiong Wang +5
There is a challenge in selecting high-dimensional mediators when the mediators have complex correlation structures and interactions. In this work, we frame the high-dimensional me…