no code implementations • 29 Mar 2024 • Zhigang Yan, Dong Li
Considering the device heterogeneity, and energy cost associated with parameter aggregation, in this paper, the problem on how to efficiently leverage the limited resources available to enhance the model performance is investigated.
no code implementations • 14 Dec 2023 • Xiran Zhou, Yi Wen, Honghao Li, Kaiyuan Li, Zhenfeng Shao, Zhigang Yan, Xiao Xie
Maps are fundamental medium to visualize and represent the real word in a simple and 16 philosophical way.
no code implementations • 12 Aug 2023 • Zhigang Yan, Dong Li
Specifically, we provide convergence bounds for both digital and analog transmission approaches, enabling analysis of the model performance trained on DFL.
no code implementations • 3 May 2022 • Zhigang Yan, Dong Li, Zhichao Zhang, Jiguang He
local update) and that of aggregations (a. k. a.