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20232026
most citedStatistically Valid Variable Importance Assessment through Conditional Permutations

6 citations · 6 across the 4 of their papers we have counts for

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stat.ML2026

Aggregate Models, Not Explanations: Improving Feature Importance Estimation

Joseph Paillard, Angel Reyero Lobo, Denis A. Engemann +1

Feature-importance methods show promise in transforming machine learning models from predictive engines into tools for scientific discovery. However, due to data sampling and algor…