Network Design through Graph Neural Networks: Identifying Challenges and Improving Performance

Donald Loveland, Rajmonda Caceres

Graph Neural Network (GNN) research has produced strategies to modify a graph's edges using gradients from a trained GNN, with the goal of network design. However, the factors whic…