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Sponsored Artificial Intelligence: A Modern Approach, Global Edition Artificial Intelligence: A Modern Approach, Global Edition

Author

Xiaotong Liu

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Jul 2026

Familywise Feature Importance Stability in Chemical and Materials Machine Learning

This work compares 26 feature importance pipelines spanning data-driven, model-based, and formula-based analyses on a metal-support interaction data set anchored by an explicit SISSO equation, and examines whether the same qualitative behavior recurs in high-entropy-alloy and halide perovskite data sets.

Ruilin Lai, Xiao-Tong Liu, Yuhang Wang et al. · 1 citation

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