210 citations · 1.1k across the 95 of their papers we have counts for
11 papers · 1 filter
Reconfigurable Intelligent Surface for Green Edge Inference
Sheng Hua, Yong Zhou, Kai Yang +1
Reconfigurable intelligent surface (RIS) as an emerging cost-effective technology can enhance the spectrum- and energy-efficiency of wireless networks. In this paper, we consider a…
A Quasi-Newton Method Based Vertical Federated Learning Framework for Logistic Regression
Kai Yang, Tao Fan, Tianjian Chen +2
Data privacy and security becomes a major concern in building machine learning models from different data providers. Federated learning shows promise by leaving data at providers l…
Intelligent Reflecting Surface for Massive Device Connectivity: Joint Activity Detection and Channel Estimation
Shuhao Xia, Yuanming Shi
Intelligent Reflecting Surface (IRS) has been a promising solution to enhance wireless networks both spectral-efficiently and energy-efficiently. This paper considers an IRS-assist…
Reconfigurable Intelligent Surface Empowered Downlink Non-Orthogonal Multiple Access
Min Fu, Yong Zhou, Yuanming Shi +1
Power-domain non-orthogonal multiple access (NOMA) has become a promising technology to exploit the new dimension of the power domain to enhance the spectral efficiency of wireless…
A Graph Neural Network Approach for Scalable Wireless Power Control
Yifei Shen, Yuanming Shi, Jun Zhang +1
Deep neural networks have recently emerged as a disruptive technology to solve NP-hard wireless resource allocation problems in a real-time manner. However, the adopted neural netw…
Learning One-hidden-layer neural networks via Provable Gradient Descent with Random Initialization
Shuhao Xia, Yuanming Shi
Although deep learning has shown its powerful performance in many applications, the mathematical principles behind neural networks are still mysterious. In this paper, we consider…
Energy-Efficient Processing and Robust Wireless Cooperative Transmission for Edge Inference
Kai Yang, Yuanming Shi, Wei Yu +1
Edge machine learning can deliver low-latency and private artificial intelligent (AI) services for mobile devices by leveraging computation and storage resources at the network edg…
Intelligent Reflecting Surface for Downlink Non-Orthogonal Multiple Access Networks
Min Fu, Yong Zhou, Yuanming Shi
Intelligent reflecting surface (IRS) has recently been recognized as a promising technology to enhance the energy and spectrum efficiency of wireless networks by controlling the wi…
Over-the-Air Computation via Intelligent Reflecting Surfaces
Tao Jiang, Yuanming Shi
Over-the-air computation (AirComp) becomes a promising approach for fast wireless data aggregation via exploiting the superposition property in a multiple access channel. To furthe…
The Roadmap to 6G -- AI Empowered Wireless Networks
Khaled B. Letaief, Wei Chen, Yuanming Shi +2
The recent upsurge of diversified mobile applications, especially those supported by Artificial Intelligence (AI), is spurring heated discussions on the future evolution of wireles…
Large-Scale Beamforming for Massive MIMO via Randomized Sketching
Hayoung Choi, Tao Jiang, Yuanming Shi +2
Massive MIMO system yields significant improvements in spectral and energy efficiency for future wireless communication systems. The regularized zero-forcing (RZF) beamforming is a…