RelShap restricts Shapley value explanations to relationally valid data configurations, using functional dependencies, domain constraints, and provenance, and provides a quotient-mode speedup that preserves exact Shapley values.
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RelShap: Relationally Consistent Shapley Explanations
RelShap restricts Shapley value explanations to relationally valid data configurations, using functional dependencies, domain constraints, and provenance, and provides a quotient-mode speedup that preserves exact Shapley values.