Neural Emulator Superiority: When Machine Learning for PDEs Surpasses its Training Data

Felix Koehler, Nils Thuerey

Neural operators or emulators for PDEs trained on data from numerical solvers are conventionally assumed to be limited by their training data's fidelity. We challenge this assumpti…