Papers citing "White Paper Machine Learning in Certified Systems"

12 / 12 papers shown

Title
Efficient Robust Conformal Prediction via Lipschitz-Bounded Networks Thomas Massena Léo Andéol Thibaut Boissin Franck Mamalet Corentin Friedrich M. Serrurier Sébastien Gerchinovitz AAML 22 2 0 05 Jun 2025
Conformal Object Detection by Sequential Risk Control Léo Andéol Luca Mossina Adrien Mazoyer Sébastien Gerchinovitz 48 0 0 29 May 2025
Operational range bounding of spectroscopy models with anomaly detection Luís F. Simoes Pierluigi Casale Marília Felismino K. H. Yip Ingo P. Waldmann Giovanna Tinetti T. Lueftinger 37 0 0 05 Aug 2024
Conformal Semantic Image Segmentation: Post-hoc Quantification of Predictive Uncertainty Luca Mossina Joseba Dalmau Léo Andéol UQCV 204 15 0 16 Apr 2024
Runway Sign Classifier: A DAL C Certifiable Machine Learning System Konstantin Dmitriev Johann Schumann Islam Bostanov Mostafa Abdelhamid F. Holzapfel 41 3 0 10 Oct 2023
Assessment of the Reliablity of a Model's Decision by Generalizing Attribution to the Wavelet Domain Gabriel Kasmi L. Dubus Yves-Marie Saint Drenan Philippe Blanc FAtt 90 4 0 24 May 2023
Assessing Trustworthiness of Autonomous Systems Greg Chance Dhaminda B. Abeywickrama Beckett LeClair Owen Kerr Kerstin Eder 51 5 0 05 May 2023
Deep Anti-Regularized Ensembles provide reliable out-of-distribution uncertainty quantification Antoine de Mathelin Francois Deheeger Mathilde Mougeot Nicolas Vayatis OOD UQCV 70 3 0 08 Apr 2023
Empowering the trustworthiness of ML-based critical systems through engineering activities J. Mattioli Agnès Delaborde Souhaiel Khalfaoui Freddy Lecue H. Sohier F. Jurie 36 2 0 30 Sep 2022
Toward Certification of Machine-Learning Systems for Low Criticality Airborne Applications Konstantin Dmitriev J. Schumann F. Holzapfel 53 21 0 28 Sep 2022
What I Cannot Predict, I Do Not Understand: A Human-Centered Evaluation Framework for Explainability Methods Julien Colin Thomas Fel Rémi Cadène Thomas Serre 87 104 0 06 Dec 2021
How to Certify Machine Learning Based Safety-critical Systems? A Systematic Literature Review Florian Tambon Gabriel Laberge Le An Amin Nikanjam Paulina Stevia Nouwou Mindom Y. Pequignot Foutse Khomh G. Antoniol E. Merlo François Laviolette 104 69 0 26 Jul 2021