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1. treeig treeig Public

   Exact Integrated Gradients for tree ensembles, including XGBoost, LightGBM, Random Forests, and Gradient Boosting. Computes fast, exact feature attributions for tree models without numerical gradie…

   Python 1

2. cbaseline cbaseline Public

   Prediction-neutral empirical background distributions for SHAP, Integrated Gradients, and related attribution methods.

   Python

3. skgrad skgrad Public

   Analytic input gradients and Jacobians for supported fitted scikit-learn models, including linear models, kernel SVMs, MLPs, and preprocessing pipelines.

   Python

4. unifiedig unifiedig Public

   Provides a unified approach to Integrated Gradients: a common API for many models, include tree-based models; and common baseline semantics with prediction-neutral baseline distributions as the def…

   Python