Quadrature-TreeSHAP computes Shapley values and higher-order interactions for tree ensembles via 8-point Gauss-Legendre quadrature on a Banzhaf polynomial, removing depth dependence while reaching machine precision and delivering speedups up to 1200x for interactions.
Multilinear extensions of games.Management Science, 18(5-part-2):64–79, 1972
1 Pith paper cite this work. Polarity classification is still indexing.
1
Pith paper citing it
fields
cs.LG 1years
2026 1verdicts
CONDITIONAL 1representative citing papers
citing papers explorer
-
Quadrature-TreeSHAP: Depth-Independent TreeSHAP and Shapley Interactions
Quadrature-TreeSHAP computes Shapley values and higher-order interactions for tree ensembles via 8-point Gauss-Legendre quadrature on a Banzhaf polynomial, removing depth dependence while reaching machine precision and delivering speedups up to 1200x for interactions.