35 citations · 39 across the 4 of their papers we have counts for
4 papers
Gradient Compression and Correlation Driven Federated Learning for Wireless Traffic Prediction
Chuanting Zhang, Haixia Zhang, Shuping Dang +2
Wireless traffic prediction plays an indispensable role in cellular networks to achieve proactive adaptation for communication systems. Along this line, Federated Learning (FL)-bas…
Minusformer: Improving Time Series Forecasting by Progressively Learning Residuals
Daojun Liang, Haixia Zhang, Dongfeng Yuan +2
In this paper, we find that ubiquitous time series (TS) forecasting models are prone to severe overfitting. To cope with this problem, we embrace a de-redundancy approach to progre…
Social-Mobility-Aware Joint Communication and Computation Resource Management in NOMA-Enabled Vehicular Networks
Tong Xue, Haixia Zhang, Hui Ding +1
The existing computation and communication (2C) optimization schemes for vehicular edge computing (VEC) networks mainly focus on the physical domain without considering the influen…
Vehicular Behavior-Aware Beamforming Design for Integrated Sensing and Communication Systems
Dingyan Cong, Shuaishuai Guo, Shuping Dang +1
Communication and sensing are two important features of connected and autonomous vehicles (CAVs). In traditional vehicle-mounted devices, communication and sensing modules exist bu…