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A survey of graph-based resource management in wireless networks-part ii: Learning approaches
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 …
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
Graph neural networks (GNNs) model representations from networked data and allow for
decentralized execution through localized communications. Existing GNNs often assume …
decentralized execution through localized communications. Existing GNNs often assume …
A Resource Allocation Algorithm for Collaborative Networks Using Inferred Information
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 …
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 …
mobile, household, and industrial devices will collaborate in large-scale wireless networks …