Author

Julia Stoyanovich

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Preprint Aug 2026

RelShap: Relationally Consistent Shapley Explanations

Experiments show that RelShap produces explanations that are more faithful to the data-generating process, correctly identifying the dominant feature in controlled settings where existing methods, including Conditional SHAP and ManifoldShap, do not.

Seungeun Lee, João Fonseca, Julia Stoyanovich · 0 citations