An Overview on the Application of Graph Neural Networks in Wireless Networks. - Shiwen He; Shaowen Xiong; Yeyu Ou; Jian Zhang 048; Jiaheng Wang 001; Yongming Huang 001; Yaoxue Zhang (IEEE Open J. Commun. Soc., 2021)

GBLinks: GNN-Based Beam Selection and Link Activation for Ultra-Dense D2D mmWave Networks. - Shiwen He; Shaowen Xiong; Wei Zhang 001; Yiting Yang; Ju Ren 001; Yongming Huang 001 (IEEE Trans. Commun., 2022)

An Unsupervised Deep Unrolling Framework for Constrained Optimization Problems in Wireless Networks. - Shiwen He; Shaowen Xiong; Zhenyu An; Wei Zhang 001; Yongming Huang 001; Yaoxue Zhang (IEEE Trans. Wirel. Commun., 2022)

High-Generalization Real-Time Beamforming Design for Dynamic Wireless Environments in Cell-Free Systems. - Guanghui Chen; Zheng Wang 013; Qingxia Feng; Shaowen Xiong; Yongming Huang 001 (WCNC, 2025)

Diffusion Model and Digital Twin Enhanced Deep Reinforcement Learning for Radio Resource Management in RAN Slicing. - Shaowen Xiong; Shiwen He; Guanghui Chen; Cheng Zhang 004; Yongming Huang 001 (WCNC, 2025)