417 citations · 1.2k across the 60 of their papers we have counts for
66 papers
Robust Information Bottleneck for Task-Oriented Communication with Digital Modulation
Songjie Xie, Shuai Ma, Ming Ding +3
Task-oriented communications, mostly using learning-based joint source-channel coding (JSCC), aim to design a communication-efficient edge inference system by transmitting task-rel…
Negative-ResNet: Noisy Ambulatory Electrocardiogram Signal Classification Scheme
Zijiao Chen, Zihuai Lin, Peng Wang +1
With recently successful applications of deep learning in computer vision and general signal processing, deep learning has shown many unique advantages in medical signal processing…
Analyzing the Impact of Molecular Re-Radiation on the MIMO Capacity in High-Frequency Bands
Sayed Amir Hoseini, Ming Ding, Mahbub Hassan +1
In this paper, we show how the absorption and re-radiation energy from molecules in the air can influence the Multiple Input Multiple Output (MIMO) performance in high-frequency ba…
SNR-adaptive deep joint source-channel coding for wireless image transmission
Mingze Ding, Jiahui Li, Mengyao Ma +1
Considering the problem of joint source-channel coding (JSCC) for multi-user transmission of images over noisy channels, an autoencoder-based novel deep joint source-channel coding…
Task Offloading for Large-Scale Asynchronous Mobile Edge Computing: An Index Policy Approach
Yizhen Xu, Peng Cheng, Zhuo Chen +3
Mobile-edge computing (MEC) offloads computational tasks from wireless devices to network edge, and enables real-time information transmission and computing. Most existing work con…
When Machine Learning Meets Privacy: A Survey and Outlook
Bo Liu, Ming Ding, Sina Shaham +3
The newly emerged machine learning (e.g. deep learning) methods have become a strong driving force to revolutionize a wide range of industries, such as smart healthcare, financial…