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Zanele Mtiyane

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#graph neural networks Open access Oct 2026

A Federated Graph Learning Framework for Autonomous Resource Optimization in Cognitive Radio Networks

The Cognitive Federated Graph Learning (CFGL) framework is introduced to jointly optimise three interdependent resources in cognitive radio networks: (i) frequency channel allocation for secondary-user transmissions, (ii) routing paths for multi-hop packet traversal, and (iii) transmit-power budgets as determined by pe...

B. Nleya, Zanele Mtiyane · 0 citations

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