most citedGraph Neural Networks for Resource Allocation in Multi-Channel Wireless Networks

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cs.LG2025

Graph Neural Networks for Resource Allocation in Interference-limited Multi-Channel Wireless Networks with QoS Constraints

Lili Chen, Changyang She, Jingge Zhu +1

Meeting minimum data rate constraints is a significant challenge in wireless communication systems, particularly as network complexity grows. Traditional deep learning approaches o…

cs.LG2025★ 1 cited

Graph Neural Networks for Resource Allocation in Multi-Channel Wireless Networks

Lili Chen, Changyang She, Jingge Zhu +1

As the number of mobile devices continues to grow, interference has become a major bottleneck in improving data rates in wireless networks. Efficient joint channel and power alloca…