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FLoX: Federated Learning with FaaS at the Edge

  • Published:2022-10 Issue: Volume: Page:
  • ISSN:
  • Container-title:2022 IEEE 18th International Conference on e-Science (e-Science)
  • language:
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Author:

Kotsehub Nikita1,Baughman Matt2,Chard Ryan3,Hudson Nathaniel2,Patros Panos4,Rana Omer5,Foster Ian2,Chard Kyle2

Affiliation:

1. Minerva University,San Francisco,California

2. University of Chicago,Department of Computer Science,Chicago,Illinois

3. Data Science and Learning Division, Argonne National Laboratory,Lemont,Illinois

4. University of Waikato,Department of Software Engineering,Hamilton,New Zealand

5. School of Computer Science and Informatics, Cardiff University,Cardiff,UK

Funder

DOE

NSF

Publisher

IEEE

Reference42 articles.

1. Fashion-MNIST: a novel image dataset for benchmarking machine learning algorithms;xiao;ArXiv Preprint,2017

2. Leaf: A benchmark for federated settings;caldas;ArXiv Preprint,2018

3. Globus auth: A research identity and access management platform

Cited by 10 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. SPEI-FL: Serverless Privacy Edge Intelligence-Enabled Federated Learning in Smart Healthcare Systems;Cognitive Computation;2024-06-17

2. Expanding the cloud-to-edge continuum to the IoT in serverless federated learning;Future Generation Computer Systems;2024-06

3. RuralAI in Tomato Farming: Integrated Sensor System, Distributed Computing, and Hierarchical Federated Learning for Crop Health Monitoring;IEEE Sensors Letters;2024-05

4. Training Heterogeneous Client Models using Knowledge Distillation in Serverless Federated Learning;Proceedings of the 39th ACM/SIGAPP Symposium on Applied Computing;2024-04-08

5. Tournament-Based Pretraining to Accelerate Federated Learning;Proceedings of the SC '23 Workshops of The International Conference on High Performance Computing, Network, Storage, and Analysis;2023-11-12
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