Developments and applications of Shapley effects to reliability-oriented sensitivity analysis with correlated inputs. - Marouane Il Idrissi; Vincent Chabridon; Bertrand Iooss (Environ. Model. Softw., 2021)

Proportional Marginal Effects for Global Sensitivity Analysis. - Margot Herin; Marouane Il Idrissi; Vincent Chabridon; Bertrand Iooss (SIAM/ASA J. Uncertain. Quantification, 2024)

Development of interpretability methods for certifying machine learning models applied to critical systems. (Développement de méthodes d'interprétabilité en apprentissage automatique pour la certification des intelligences artificielles reliées aux systèmes critiques). - Marouane Il Idrissi (2024)

Hoeffding decomposition of functions of random dependent variables. - Marouane Il Idrissi; Nicolas Bousquet 002; Fabrice Gamboa; Bertrand Iooss; Jean-Michel Loubes (J. Multivar. Anal., 2025)

Unveil Sources of Uncertainty: Feature Contribution to Conformal Prediction Intervals. - Marouane Il Idrissi; Agathe Fernandes Machado; Ewen Gallic; Arthur Charpentier (CoRR, 2025)

Beyond Shapley Values: Cooperative Games for the Interpretation of Machine Learning Models. - Marouane Il Idrissi; Agathe Fernandes Machado; Arthur Charpentier (CoRR, 2025)