50 citations · 55 across the 11 of their papers we have counts for
4 papers · 1 filter
Learning Resource Allocation Policy: Vertex-GNN or Edge-GNN?
Yao Peng, Jia Guo, Chenyang Yang
Graph neural networks (GNNs) update the hidden representations of vertices (called Vertex-GNNs) or hidden representations of edges (called Edge-GNNs) by processing and pooling the…
Learning Power Control for Cellular Systems with Heterogeneous Graph Neural Network
Jia Guo, Chenyang Yang
Optimizing power control in multi-cell cellular networks with deep learning enables such a non-convex problem to be implemented in real-time. When channels are time-varying, the de…
Constructing Deep Neural Networks with a Priori Knowledge of Wireless Tasks
Jia Guo, Chenyang Yang
Deep neural networks (DNNs) have been employed for designing wireless systems in many aspects, say transceiver design, resource optimization, and information prediction. Existing w…
Structure of Deep Neural Networks with a Priori Information in Wireless Tasks
Jia Guo, Chenyang Yang
Deep neural networks (DNNs) have been employed for designing wireless networks in many aspects, such as transceiver optimization, resource allocation, and information prediction. E…