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 | 66 | 2022 |
Privacy amplification by decentralization E Cyffers, A Bellet International Conference on Artificial Intelligence and Statistics, 5334-5353, 2022 | 42 | 2022 |
Muffliato: Peer-to-peer privacy amplification for decentralized optimization and averaging E Cyffers, M Even, A Bellet, L Massoulié Advances in Neural Information Processing Systems 35, 15889-15902, 2022 | 15 | 2022 |
From noisy fixed-point iterations to private ADMM for centralized and federated learning E Cyffers, A Bellet, D Basu International Conference on Machine Learning, 6683-6711, 2023 | 4 | 2023 |
Privacy Attacks in Decentralized Learning AE Mrini, E Cyffers, A Bellet arXiv preprint arXiv:2402.10001, 2024 | | 2024 |
Differentially Private Decentralized Learning with Random Walks E Cyffers, A Bellet, J Upadhyay arXiv preprint arXiv:2402.07471, 2024 | | 2024 |