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Federated Learning Under Heterogeneous and Correlated Client Availability

Academic Journal

Rodio, A.; Faticanti, F.; Marfoq, O.; Neglia, G.; Leonardi, E.

IEEE/ACM Transactions on Networking IEEE/ACM Trans. Networking Networking, IEEE/ACM Transactions on. 32(2):1451-1460 Apr, 2024

Full Text (IEEE) Web of Science JCR 저널정보 Scopus Find it@PNU

Federated Learning under Heterogeneous and Correlated Client Availability

Conference

Rodio, A.; Faticanti, F.; Marfoq, O.; Neglia, G.; Leonardi, E.

In: Proceedings - IEEE INFOCOM, INFOCOM 2023 - IEEE Conference on Computer Communications. (Proceedings - IEEE INFOCOM, 2023, 2023-May)

Full Text (IEEE) Scopus Find it@PNU

Federated Learning for Data Streams

Conference

Marfoq, O.; Neglia, G.; Kameni, L.; Vidal, R.

In: Proceedings of Machine Learning Research, Proceedings of the 26th International Conference on Artificial Intelligence and Statistics, AISTATS 2023. (Proceedings of Machine Learning Research, 2023, 206:8889-8924)

Scopus Find it@PNU

FLamby: Datasets and Benchmarks for Cross-Silo Federated Learning in Realistic Healthcare Settings

Conference

du Terrail, J.O.; Loeb, R.; Marchand, T.; Muzellec, B.; Teleńczuk, M.; Andreux, M.; Ayed, S.-S.; Marfoq, O.; Silva, S.; Lorenzi, M.; Neglia, G.; Cyffers, E.; Mangold, P.; Bellet, A.; Tommasi, M.; Grimberg, F.; Jaggi, M.; He, C.; Avestimehr, S.; Mushtaq, E.; Philippenko, C.; Dieuleveut, A.; Albarqouni, S.; Karimireddy, S.P.

In: Advances in Neural Information Processing Systems, Advances in Neural Information Processing Systems 35 - 36th Conference on Neural Information Processing Systems, NeurIPS 2022. (Advances in Neural Information Processing Systems, 2022, 35)

Scopus Find it@PNU

Personalized Federated Learning through Local Memorization

Conference

Marfoq, O.; Neglia, G.; Kameni, L.; Vidal, R.

In: Proceedings of Machine Learning Research, Proceedings of the 39th International Conference on Machine Learning, ICML 2022. (Proceedings of Machine Learning Research, 2022, 162:15070-15092)

Scopus Find it@PNU

Federated Multi-Task Learning under a Mixture of Distributions

Conference

Marfoq, O.; Neglia, G.; Bellet, A.; Kameni, L.; Vidal, R.

In: Advances in Neural Information Processing Systems, Advances in Neural Information Processing Systems 34 - 35th Conference on Neural Information Processing Systems, NeurIPS 2021. (Advances in Neural Information Processing Systems, 2021, 19:15434-15447)

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Throughput-optimal topology design for cross-silo federated learning

Conference

Marfoq, O.; Neglia, G.; Xu, C.; Vidal, R.

In: Advances in Neural Information Processing Systems, 34th Conference on Neural Information Processing Systems, NeurIPS 2020. (Advances in Neural Information Processing Systems, 2020, 2020-December)

Scopus Find it@PNU

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