BEACONS: Bounded-Error, Algebraically-Composable Neural Solvers for Partial Differential Equations

Jonathan Gorard, Ammar Hakim, James Juno

The traditional limitations of neural networks in reliably generalizing beyond the convex hulls of their training data present a significant problem for computational physics, in w…