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tree-models

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Exact Integrated Gradients for tree ensembles, including XGBoost, LightGBM, Random Forests, and Gradient Boosting. Computes fast, exact feature attributions for tree models without Monte Carlo sampling or path approximations.

  • Updated May 30, 2026
  • Python

Feature attribution for realized model fit (rather than predictions). EDEF provides exact additive decomposition of predictive performance for linear, PyTorch, and tree-based models, including standard errors, grouped inference, and exact TreeIG decompositions for tree-based models.

  • Updated Jun 1, 2026
  • Python

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