Fedkit: Enabling Cross-Platform Federated Learning for Android and iOS
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He, S; Tang, B; Zhang, B; Shao, J; Ouyang, X; Nugraha, DN; Luo, B
Published in: IEEE INFOCOM 2024 IEEE Conference on Computer Communications Workshops INFOCOM Wkshps 2024
January 1, 2024
We present Fedkit, a federated learning (FL) system tailored for cross-platform FL research on Android and iOS devices. Fedkit pipelines cross-platform FL development by enabling model conversion, hardware-accelerated training, and cross-platform model aggregation. Our FL workflow supports flexible machine learning operations (MLOps) in production, facilitating continuous model delivery and training. We have deployed Fedkit in a real-world use case for health data analysis on university campuses, demonstrating its effectiveness. Fed Kitis open-source at https://github.com/FedCampus/FedKit.
Duke Scholars
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IEEE INFOCOM 2024 IEEE Conference on Computer Communications Workshops INFOCOM Wkshps 2024
DOI
Publication Date
January 1, 2024
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He, S., Tang, B., Zhang, B., Shao, J., Ouyang, X., Nugraha, D. N., & Luo, B. (2024). Fedkit: Enabling Cross-Platform Federated Learning for Android and iOS. In IEEE INFOCOM 2024 IEEE Conference on Computer Communications Workshops INFOCOM Wkshps 2024. https://doi.org/10.1109/INFOCOMWKSHPS61880.2024.10620662
He, S., B. Tang, B. Zhang, J. Shao, X. Ouyang, D. N. Nugraha, and B. Luo. “Fedkit: Enabling Cross-Platform Federated Learning for Android and iOS.” In IEEE INFOCOM 2024 IEEE Conference on Computer Communications Workshops INFOCOM Wkshps 2024, 2024. https://doi.org/10.1109/INFOCOMWKSHPS61880.2024.10620662.
He S, Tang B, Zhang B, Shao J, Ouyang X, Nugraha DN, et al. Fedkit: Enabling Cross-Platform Federated Learning for Android and iOS. In: IEEE INFOCOM 2024 IEEE Conference on Computer Communications Workshops INFOCOM Wkshps 2024. 2024.
He, S., et al. “Fedkit: Enabling Cross-Platform Federated Learning for Android and iOS.” IEEE INFOCOM 2024 IEEE Conference on Computer Communications Workshops INFOCOM Wkshps 2024, 2024. Scopus, doi:10.1109/INFOCOMWKSHPS61880.2024.10620662.
He S, Tang B, Zhang B, Shao J, Ouyang X, Nugraha DN, Luo B. Fedkit: Enabling Cross-Platform Federated Learning for Android and iOS. IEEE INFOCOM 2024 IEEE Conference on Computer Communications Workshops INFOCOM Wkshps 2024. 2024.
Published In
IEEE INFOCOM 2024 IEEE Conference on Computer Communications Workshops INFOCOM Wkshps 2024
DOI
Publication Date
January 1, 2024