Takashi Furuya

Out-of-distributional risk bounds for neural operators with applications to the Helmholtz equation

2023 · arXiv (Cornell University)

Despite their remarkable success in approximating a wide range of operators defined by PDEs, existing neural operators (NOs) do not necessarily perform well for all physics problems. We focus here on high-frequency waves to highlight …