Flamby: Datasets and benchmarks for cross-silo federated learning in realistic healthcare settings J Ogier du Terrail, SS Ayed, E Cyffers, F Grimberg, C He, R Loeb, ... Advances in Neural Information Processing Systems 35, 5315-5334, 2022 | 99 | 2022 |
Differential Privacy has Bounded Impact on Fairness in Classification P Mangold, M Perrot, A Bellet, M Tommasi International Conference on Machine Learning, 2023, 2023 | 18 | 2023 |
Differentially Private Coordinate Descent for Composite Empirical Risk Minimization P Mangold, A Bellet, J Salmon, M Tommasi International Conference on Machine Learning, 2022, 2022 | 14 | 2022 |
A decentralized framework for biostatistics and privacy concerns P Mangold, A Filiot, M Moussa, V Sobanski, G Ficheur, P Andrey, A Lamer Integrated Citizen Centered Digital Health and Social Care, 137-141, 2020 | 10 | 2020 |
High-Dimensional Private Empirical Risk Minimization by Greedy Coordinate Descent P Mangold, A Bellet, J Salmon, M Tommasi International Conference on Artifical Intelligence and Statistics, 2023, 2023 | 6 | 2023 |
Specifications for the routine implementation of federated learning in hospitals networks A Lamer, A Filiot, Y Bouillard, P Mangold, P Andrey, J Schiro Public Health and Informatics, 128-132, 2021 | 6 | 2021 |
The Relative Gaussian Mechanism and its Application to Private Gradient Descent H Hendrikx, P Mangold, A Bellet International Conference on Artificial Intelligence and Statistics, 3079-3087, 2024 | 2 | 2024 |
SCAFFLSA: Quantifying and Eliminating Heterogeneity Bias in Federated Linear Stochastic Approximation and Temporal Difference Learning P Mangold, S Samsonov, S Labbi, I Levin, R Alami, A Naumov, ... arXiv preprint arXiv:2402.04114, 2024 | | 2024 |
Exploiting problem structure in privacy-preserving optimization and machine learning P Mangold Université de Lille, 2023 | | 2023 |
Optional realization of the French negative particule (ne) on Twitter: Can big data reveal new sociolinguistic patterns? P Mangold, Y Léo, JP Chevrot, E Fleury, M Karsai, JP Magué, A Nardy, ... ICLAVE 9 2017-International Conference on Language Variation in Europe, 2017 | | 2017 |