What's the problem this feature will solve?

Recent work with GNNs has explored the idea of using Graph-Neural-Networks to extract information from quantum circuits (e.g.; https://arxiv.org/abs/2507.19093, or https://arxiv.org/abs/2210.16724).

Describe the solution you'd like

It would be nice to use a GNN for predicting the most suitable device in the ML part and compare the results against the RandomForest approach.