FedBed: Benchmarking Federated Learning over Virtualized Edge Testbeds

Author:

Symeonides Moysis1ORCID,Nikolaidis Fotis2ORCID,Trihinas Demetris3ORCID,Pallis George1ORCID,Dikaiakos Marios D.1ORCID,Bilas Angelos2ORCID

Affiliation:

1. University of Cyprus, Nicosia, CY

2. FORTH-ICS, Heraklion, GR

3. University of Nicosia, Nicosia, CY

Publisher

ACM

Reference24 articles.

1. Amazon. 2023. https://aws.amazon.com/sagemaker/.

2. Daniel J. Beutel, Taner Topal, Akhil Mathur, Xinchi Qiu, Javier Fernandez-Marques, Yan Gao, Lorenzo Sani, Kwing Hei Li, Titouan Parcollet, Pedro Porto Buarque de Gusmão, and Nicholas D. Lane. 2022. Flower: A Friendly Federated Learning Research Framework. arXiv:2007.14390 [cs.LG]

3. Sebastian Caldas, Sai Meher Karthik Duddu, Peter Wu, Tian Li, Jakub Konečný, H. Brendan McMahan, Virginia Smith, and Ameet Talwalkar. 2019. LEAF: A Benchmark for Federated Settings. arXiv:1812.01097 [cs.LG]

4. Yae Jee Cho Jianyu Wang and Gauri Joshi. 2020. Client Selection in Federated Learning: Convergence Analysis and Power-of-Choice Selection Strategies. arXiv:2010.01243 [cs.LG]

5. Dimitrios Dimitriadis, Mirian Hipolito Garcia, Daniel Madrigal, Andre Manoel, and Robert Sim. 2022. FLUTE: A Scalable, Extensible Framework for High-Performance Federated Learning Simulations.

Cited by 2 articles. 订阅此论文施引文献 订阅此论文施引文献,注册后可以免费订阅5篇论文的施引文献,订阅后可以查看论文全部施引文献

1. (POSTER) Network Testbed for Experimenting With Decentralized Federated Learning;2024 20th International Conference on Distributed Computing in Smart Systems and the Internet of Things (DCOSS-IoT);2024-04-29

2. FedMon: A Federated Learning Monitoring Toolkit;IoT;2024-04-11

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