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M. Masson

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#machine learning Preprint Oct 2026

Interval-valued SHAP in Tree-Based Models

Shapley values are among the most popular feature-attribution explanations. Efficient approaches for computing/estimating Shapley values for tree-based models, which are state-of-the-art for tabular data sets, have been developed. However, it is known that Shapley values can be (highly) unrobust due to small and realis...

Chen-Rui Zhu, Vu-Linh Nguyen, M. Masson et al. · 0 citations

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