Faith-Shap: The Faithful Shapley Interaction Index

Che-Ping Tsai, Chih-Kuan Yeh, Pradeep Ravikumar

Shapley values, which were originally designed to assign attributions to individual players in coalition games, have become a commonly used approach in explainable machine learning…