Graph Neural Networks for Scalable Radio Resource Management: Architecture Design and Theoretical Analysis

Shen, Yifei; Shi, Yuanming; Zhang, Jun; Letaief, Khaled B.

doi:10.1109/jsac.2020.3036965

Graph Neural Networks for Scalable Radio Resource Management: Architecture Design and Theoretical Analysis

Deep learning has recently emerged as a disruptive technology to solve challenging radio resource management problems in wireless networks. However, the neural network architectures adopted by existing works suffer from poor scalability and generalization, and lack of interpretability. A long-sta…