Research proving that graph neural networks can create new useful node features that are not included in the input node features has been accepted to ICML2023:

Ryoma Sato. Graph Neural Networks can Recover the Hidden Features Solely from the Graph Structure. In Proceedings of the 40th International Conference on Machine Learning (ICML), 2023.