3 citations · 3 across the 1 of their papers we have counts for
2 papers
stat.ML2026★ 3 cited
LOCO Feature Importance Inference without Data Splitting via Minipatch Ensembles
Luqin Gan, Lili Zheng, Genevera I. Allen
Feature importance inference is critical for the interpretability and reliability of machine learning models. There has been increasing interest in developing model-agnostic approa…
stat.ML2025
Are machine learning interpretations reliable? A stability study on global interpretations
Luqin Gan, Tarek M. Zikry, Genevera I. Allen
As machine learning systems are increasingly used in high-stakes domains, there is a growing emphasis placed on making them interpretable to improve trust in these systems. In resp…