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Next Generation Federated Learning for Edge Devices: An Overview

Publication ,  Conference
Zhang, J; Du, Z; Sun, J; Li, A; Tang, M; Wu, Y; Gao, Z; Kuo, M; Li, HH; Chen, Y
Published in: Proceedings - 2022 IEEE 8th International Conference on Collaboration and Internet Computing, CIC 2022
January 1, 2022

Federated learning (FL) is a popular distributed machine learning paradigm involving numerous edge devices with enhanced privacy protection. Recently, an extensive literature has been developing on the research which aims at promoting the innovations of FL. Motivated by the explosive growth in FL research, this paper studies the next generation of Federated Learning for edge devices. We identify two key challenges, system efficiency and data heterogeneity, which impede the development of FL. We introduce some representative works which contribute to these challenges. Besides, we anticipate the future directions of FL for edge devices and provide guidance for future FL research.

Duke Scholars

Published In

Proceedings - 2022 IEEE 8th International Conference on Collaboration and Internet Computing, CIC 2022

DOI

Publication Date

January 1, 2022

Start / End Page

10 / 15
 

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Zhang, J., Du, Z., Sun, J., Li, A., Tang, M., Wu, Y., … Chen, Y. (2022). Next Generation Federated Learning for Edge Devices: An Overview. In Proceedings - 2022 IEEE 8th International Conference on Collaboration and Internet Computing, CIC 2022 (pp. 10–15). https://doi.org/10.1109/CIC56439.2022.00012
Zhang, J., Z. Du, J. Sun, A. Li, M. Tang, Y. Wu, Z. Gao, M. Kuo, H. H. Li, and Y. Chen. “Next Generation Federated Learning for Edge Devices: An Overview.” In Proceedings - 2022 IEEE 8th International Conference on Collaboration and Internet Computing, CIC 2022, 10–15, 2022. https://doi.org/10.1109/CIC56439.2022.00012.
Zhang J, Du Z, Sun J, Li A, Tang M, Wu Y, et al. Next Generation Federated Learning for Edge Devices: An Overview. In: Proceedings - 2022 IEEE 8th International Conference on Collaboration and Internet Computing, CIC 2022. 2022. p. 10–5.
Zhang, J., et al. “Next Generation Federated Learning for Edge Devices: An Overview.” Proceedings - 2022 IEEE 8th International Conference on Collaboration and Internet Computing, CIC 2022, 2022, pp. 10–15. Scopus, doi:10.1109/CIC56439.2022.00012.
Zhang J, Du Z, Sun J, Li A, Tang M, Wu Y, Gao Z, Kuo M, Li HH, Chen Y. Next Generation Federated Learning for Edge Devices: An Overview. Proceedings - 2022 IEEE 8th International Conference on Collaboration and Internet Computing, CIC 2022. 2022. p. 10–15.

Published In

Proceedings - 2022 IEEE 8th International Conference on Collaboration and Internet Computing, CIC 2022

DOI

Publication Date

January 1, 2022

Start / End Page

10 / 15