Unveil Sources of Uncertainty: Feature Contribution to Conformal Prediction Intervals

Marouane Il Idrissi, Agathe Fernandes Machado, Ewen Gallic +1

Cooperative game theory methods, notably Shapley values, have significantly enhanced machine learning (ML) interpretability. However, existing explainable AI (XAI) frameworks mainl…