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Abstract: In this paper, we develop a graph neural network (GNN)-assisted bilinear inference approach to enhance the receiver performance of the MIMO system through message passing-based joint channel ...
Abstract: The increasing deployment of solar photovoltaic (PV) systems in the electric grid, aimed at addressing the energy crisis and surging power demands, has expanded the potential vulnerability ...
mHC-GNN addresses the over-smoothing problem in deep Graph Neural Networks (GNNs) through manifold-constrained hyper-connections. Our method enables training networks exceeding 100 layers while ...
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