Can graph neural network estimate vertex label from input data? From a weighted complete graph

Question

I am trying to solve a problem where data labels are verticies of an undirected, weighted, complete graph.

I don't even know is this something that can be solved with graph neural network. But this is an important problem in my field.

Can someone recommend where to begin? I am familiar of cnns and transformers, but not graph neural networks.