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Othmane Marfoq
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Federated multi-task learning under a mixture of distributions
O Marfoq, G Neglia, A Bellet, L Kameni, R Vidal
Advances in Neural Information Processing Systems 34, 15434-15447, 2021
2032021
Throughput-optimal topology design for cross-silo federated learning
O Marfoq, C Xu, G Neglia, R Vidal
Advances in Neural Information Processing Systems 33, 19478-19487, 2020
742020
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
662022
Personalized federated learning through local memorization
O Marfoq, G Neglia, R Vidal, L Kameni
International Conference on Machine Learning, 15070-15092, 2022
632022
Federated learning under heterogeneous and correlated client availability
A Rodio, F Faticanti, O Marfoq, G Neglia, E Leonardi
IEEE INFOCOM 2023-IEEE Conference on Computer Communications, 1-10, 2023
142023
Federated learning for data streams
O Marfoq, G Neglia, L Kameni, R Vidal
International Conference on Artificial Intelligence and Statistics, 8889-8924, 2023
32023
A Cautionary Tale: On the Role of Reference Data in Empirical Privacy Defenses
CG Kaplan, C Xu, O Marfoq, G Neglia, AS de Oliveira
arXiv preprint arXiv:2310.12112, 2023
12023
Tackling heterogeneity in federated learning systems
O Marfoq
Université Côte d'Azur, 2023
2023
Surmonter l'hétérogénéité dans les systèmes d'apprentissage fédéré
O Marfoq
Université Côte d'Azur, 2023
2023
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