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 …

Graph Neural Networks over the Air for Decentralized Tasks in Wireless Networks

Z Gao, D Gündüz - IEEE Transactions on Signal Processing, 2025 - ieeexplore.ieee.org
Graph neural networks (GNNs) model representations from networked data and allow for
decentralized execution through localized communications. Existing GNNs often assume …

A Resource Allocation Algorithm for Collaborative Networks Using Inferred Information

D Garrido, M Zhang, B Peleato - IEEE Access, 2023 - ieeexplore.ieee.org
Even with the advent of 5G wireless communications and the millimeter wave spectrum,
there will always be crowded frequency bands where multiple uncoordinated networks will …

[PDF][PDF] Graph-based Learning for Efficient Resource Allocation and Management in Wireless Networks

B Li - 2024 - repository.rice.edu
The future generation of wireless technology envisions a fully connected world. Various
mobile, household, and industrial devices will collaborate in large-scale wireless networks …