Visualizing the loss landscapes of physics-informed neural networks

Conor Rowan, Finn Murphy-Blanchard

Training a neural network requires navigating a high-dimensional, non-convex loss surface to find parameters that minimize this loss. In many ways, it is surprising that optimizers…