Quantifying the Optimization and Generalization Advantages of Graph Neural Networks Over Multilayer Perceptrons

Wei Huang, Yuan Cao, Haonan Wang +2

Graph neural networks (GNNs) have demonstrated remarkable capabilities in learning from graph-structured data, often outperforming traditional Multilayer Perceptrons (MLPs) in nume…