IDNetwork: A deep Illness-Death Network based on multi-states event history process for versatile disease prognostication. - Aziliz Cottin; Nicolas Pécuchet; Marine Zulian; Agathe Guilloux; Sandrine Katsahian (SPACA, 2021)

MS-CPFI: A model-agnostic Counterfactual Perturbation Feature Importance algorithm for interpreting black-box Multi-State models. - Aziliz Cottin; Marine Zulian; Nicolas Pécuchet; Agathe Guilloux; Sandrine Katsahian (Artif. Intell. Medicine, 2024)