A survey of graph-based resource management in wireless networks-part ii: Learning approaches

Y Dai, L Lyu, N Cheng, M Sheng, J Liu… - IEEE Transactions …, 2024 - ieeexplore.ieee.org
This two-part survey provides a comprehensive review of graph optimization and learning
for resource management in wireless networks. In Part I, we introduced the fundamentals of …

Survey of graph neural network for Internet of Things and NextG networks

SK Moorthy, J Jagannath - arxiv preprint arxiv:2405.17309, 2024 - arxiv.org
The exponential increase in Internet of Things (IoT) devices coupled with 6G pushing
towards higher data rates and connected devices has sparked a surge in data …

FlexD: Enhancing Secrecy Performance of Wireless Networks with Dynamic Scheduling

T Perera, S Atapattu, Y Fang… - ICC 2024-IEEE …, 2024 - ieeexplore.ieee.org
This research introduces Flexible Duplex (FlexD) networks, which offer dynamic
time/frequency scheduling for secure uplink and downlink communications. We present …

Graph Neural Networks for Physical-Layer Security in Multi-User Flexible-Duplex Networks

T Perera, S Atapattu, Y Fang… - ICC 2024-IEEE …, 2024 - ieeexplore.ieee.org
This paper explores Physical-Layer Security (PLS) in Flexible Duplex (FlexD) networks,
considering scenarios involving eavesdroppers. Our investigation revolves around the …

[ΑΝΑΦΟΡΑ][C] Power allocation in flexible duplex networks: GNN computation accelerated by edge pruning

王子威, 陶旭, **晖, 史振婷, 张见, 徐钰龙 - Journal of Electronic Measurement and …, 2024

[ΑΝΑΦΟΡΑ][C] 柔性双工网络功率分配: 边剪枝加速的 GNN 计算

王子威, 陶旭, **晖, 史振婷, 张见, 徐钰龙 - 电子测量与仪器学报, 2024

[ΑΝΑΦΟΡΑ][C] 柔性双工网络中基于图神经网络的能源效率联合优化方法

王子威, **晖, 史振婷, 张见, 陶旭 - 国外电子测量技术, 2024