Efficient Numerical Solution of Maxwell's Equations using Non-Trainable Graph Neural Networks

A graph neural network (GNN) with static and pre-determined edge weights can efficiently solve Maxwell's equations with the same accuracy as conventional computational electromagnetics methods, while providing significant computational time gains.