A Guide for Practical Use of ADMG Causal Data Augmentation. - Audrey Poinsot; Alessandro Ferreira Leite (CoRR, 2023)

Learning Structural Causal Models through Deep Generative Models: Methods, Guarantees, and Challenges. - Audrey Poinsot; Alessandro Ferreira Leite; Nicolas Chesneau; Michèle Sebag; Marc Schoenauer (IJCAI, 2024)

Position: Causal Machine Learning Requires Rigorous Synthetic Experiments for Broader Adoption. - Audrey Poinsot; Panayiotis Panayiotou 002; Alessandro Ferreira Leite; Nicolas Chesneau; Özgür Simsek; Marc Schoenauer (CoRR, 2025)