Shapley Values Python Packages

timeshap

TimeSHAP explains Recurrent Neural Network predictions.

shapley-value-regression

A Python implementation of Shapley Value Regression to calculate the precise feature importance and marginal contributions of independent variables in regression models.

causasv

Causal feature attribution via Asymmetric Shapley Values (ASV)

insurance-gam

Interpretable GAM toolkit for insurance pricing: EBM, Neural Additive Models, Pairwise Interaction Networks, and debiased post-selection GLM inference for UK actuarial modelling.

anatomy

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

treeshap

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

shapley-attribution

Shapley value methods for multi-touch attribution modeling with scikit-learn compatible API

xaiflow

Create beautiful, interactive charts for explainable AI using MLFlow

rshap

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

radshap

A radiomic interpretation tool based on Shapley values