no code implementations • 4 Feb 2024 • Tinghao Zhang, Kwok-Yan Lam, Jun Zhao
For scalability, practical HFL schemes select a subset of IoT devices to participate in the training, hence the notion of device scheduling.
no code implementations • 17 Sep 2023 • Tinghao Zhang, Kwok-Yan Lam, Jun Zhao
The large population of wireless users is a key driver of data-crowdsourced Machine Learning (ML).
no code implementations • 11 Oct 2022 • Tinghao Zhang, Zhijun Li, Yongrui Chen, Kwok-Yan Lam, Jun Zhao
A reinforcement learning (RL)-based DNN compression approach is used to generate the lightweight model suitable for the edge from the heavyweight model.
no code implementations • 21 Dec 2020 • Yang Zhao, Wenchao Zhai, Jun Zhao, Tinghao Zhang, Sumei Sun, Dusit Niyato, Kwok-Yan Lam
First, we give an overview of 6G from perspectives of technologies, security and privacy, and applications.
no code implementations • 1 Dec 2019 • Tinghao Zhang, Jingxu Li, Jingfeng Li, Ling Wang, Feng Li, Jie Liu
Greenhouse environment is the key to influence crops production.
no code implementations • 1 Dec 2019 • Tinghao Zhang, Jing Luo, Ping Chen, Jie Liu
At high latitudes, many cities adopt a centralized heating system to improve the energy generation efficiency and to reduce pollution.