Anyone with a mathematical inclination knows that numbers are beautiful and that pictures of numbers … that is to say, graphs … are even more beautiful. Whether the graph is of a fractal or an ...

As an emerging technology in the field of artificial intelligence (AI), graph neural networks (GNNs) are deep learning models designed to process graph-structured data. Currently, GNNs are effective ...

Giulia Livieri sets out remarkable new research with results that clarify how learning works on complex graphs and how quickly any method (including Graph Convolutional Networks) can learn from them, ...