Interpreting Predictive Models through Causality: A Query-Driven Methodology. - Mahdi Hadj Ali; Yann Le Biannic; Pierre-Henri Wuillemin (FLAIRS, 2023)

Quantifying a Causal Effect from a CPDAG with Targeted Exogenous Causal Knowledge. - Mahdi Hadj Ali; Yann Le Biannic; Pierre-Henri Wuillemin (ECAI, 2024)

Enhancing AI interpretability with causal insights : preventing misinterpretations through better explanations. (Améliorer l'interprétabilité de l'IA grâce aux réflexions causales : prévenir les erreurs d'interprétation grâce à de meilleures explications). - Mahdi Hadj Ali (2024)

Reliable Estimation of Causal Effects Using Predictive Models. - Mahdi Hadj Ali; Yann Le Biannic; Pierre-Henri Wuillemin (Int. J. Artif. Intell. Tools, 2024)