5 citations · 7 across the 3 of their papers we have counts for
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cs.IT2022
An Unsupervised Deep Unrolling Framework for Constrained Optimization Problems in Wireless Networks
Shiwen He, Shaowen Xiong, Zhenyu An +3
In wireless network, the optimization problems generally have complex constraints, and are usually solved via utilizing the traditional optimization methods that have high computat…
cs.IT2021★ 5 cited
An Overview on the Application of Graph Neural Networks in Wireless Networks
S. He, S. Xiong, Y. Ou +4
In recent years, with the rapid enhancement of computing power, deep learning methods have been widely applied in wireless networks and achieved impressive performance. To effectiv…
cs.IT2021★ 2 cited
GBLinks: GNN-Based Beam Selection and Link Activation for Ultra-dense D2D mmWave Networks
S. He, S. Xiong, W. Zhang +3
In this paper, we consider the problem of joint beam selection and link activation across a set of communication pairs to effectively control the interference between communication…