Towards Certification of a Reduced Footprint ACAS-Xu System: A Hybrid ML-Based Solution. - Mathieu Damour; Florence de Grancey; Christophe Gabreau; Adrien Gauffriau; Jean-Brice Ginestet; Alexandre Hervieu; Thomas Huraux; Claire Pagetti; Ludovic Ponsolle; Arthur Clavière (SAFECOMP, 2021)

White Paper Machine Learning in Certified Systems. - Hervé Delseny; Christophe Gabreau; Adrien Gauffriau; Bernard Beaudouin; Ludovic Ponsolle; Lucian Alecu; Hugues Bonnin; Brice Beltran; Didier Duchel; Jean-Brice Ginestet; Alexandre Hervieu; Ghilaine Martinez; et al. (CoRR, 2021)

Object Detection with Probabilistic Guarantees: A Conformal Prediction Approach. - Florence de Grancey; Jean-Luc Adam; Lucian Alecu; Sébastien Gerchinovitz; Franck Mamalet; David Vigouroux (SAFECOMP Workshops, 2022)

Confident Object Detection via Conformal Prediction and Conformal Risk Control: an Application to Railway Signaling. - Léo Andéol; Thomas Fel; Florence de Grancey; Luca Mossina (COPA, 2023)

Towards the Deployment of Knowledge Based Systems in Safety-Critical Systems. - Florence de Grancey; Amandine Audouy (ESWC (Satellite Events), 2023)

Conformal prediction for trustworthy detection of railway signals. - Léo Andéol; Thomas Fel; Florence de Grancey; Luca Mossina (AI Ethics, 2024)

Conformal prediction for regression models with asymmetrically distributed errors: application to aircraft navigation during landing maneuver. - Solène Vilfroy; Lionel Bombrun; Thierry Urruty; Florence de Grancey; Jean-Philippe Lebrat; Philippe Carré (Mach. Learn., 2024)