no code implementations • 6 Mar 2023 • Yihan Xu, Lixiang Lian
The similar features will be fed into the downstream network to explore the strong correlations among CSI features to improve the MUCE performance with a small number of labeled data.
no code implementations • 3 Jan 2023 • Yandong Shi, Lixiang Lian, Yuanming Shi, Zixin Wang, Yong Zhou, Liqun Fu, Lin Bai, Jun Zhang, Wei zhang
The sixth generation (6G) wireless systems are envisioned to enable the paradigm shift from "connected things" to "connected intelligence", featured by ultra high density, large-scale, dynamic heterogeneity, diversified functional requirements and machine learning capabilities, which leads to a growing need for highly efficient intelligent algorithms.
no code implementations • 7 Nov 2022 • Qiheng Lu, Lixiang Lian
With the rapid development of information technologies, centralized data processing is subject to many limitations, such as computational overheads, communication delays, and data privacy leakage.
no code implementations • 31 Oct 2021 • Shaoming Huang, Pengfei Zhang, Yijie Mao, Lixiang Lian, Yuanming Shi
Specifically, we theoretically establish the convergence analysis of the FL process, and then apply the proposed device scheduling policy to maximize the number of weighted devices under the FL system latency and sum power constraints.