Shapley Values Python Packages

timeshap

TimeSHAP explains Recurrent Neural Network predictions.

anatomy

Shapley-based decomposition to anatomize the of out-of-sample accuracy of time-series forecasting models

insurance-gam

Interpretable GAM models for insurance pricing — EBM tariffs, Actuarial NAM, Pairwise Interaction Networks (PIN), exact Shapley values

shapley-attribution

Shapley Attribution: A scikit-learn compatible library that uses Shapley values to measure each marketing channel's true marginal contribution to conversions

xaiflow

Create beautiful, interactive charts for explainable AI using MLFlow

treeshap

Exact TreeSHAP in Rust — fast Shapley values for XGBoost, LightGBM, and ONNX tree ensembles

rshap

Symmetric Residual Decomposition — instance-level influence analysis via Shapley-style residual attribution

radshap

Shapley values for interpreting radiomic models