Jun 18, 2023 · Energy efficiency is essential for federated learning (FL) over mobile devices and its potential prosperous applications.
Jun 22, 2023 · Inspired by the observations above, in this paper, we propose an energy efficient federated learning design over mobile devices. (EEFL), which ...
Dec 21, 2020 · To address these challenges, in this paper, we attempt to take FL into the design of future wireless networks and develop a novel joint design ...
Duration: 1:30
Posted: May 22, 2023
Posted: May 22, 2023
Energy Efficient Federated Learning over Heterogeneous Mobile Devices via Joint Design of Weight Quantization and Wireless Transmission. R Chen, L Li, K Xue, C ...
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Dive into the research topics of 'EEFL: High-Speed Wireless Communications Inspired Energy Efficient Federated Learning over Mobile Devices'. Together they form ...
This paper develops flexible weight quantization schemes to facilitate on-device local training over heterogeneous mobile devices and forms the energy ...
Collaborative Research: CNS Core: Medium: Towards Federated Learning over 5G Mobile Devices: High Efficiency, Low Latency, and Good Privacy. NSF Org: CNS
... on Wireless Communications, Vol. 20, No. 9, pp ... Learning", accepted by IEEE International Conference on Communications (ICC) 2024. ... Federated Learning based ...
In this paper, we propose a service delay efficient FL (SDEFL) scheme over mobile devices. Unlike traditional communication efficient FL, which regards wireless ...