Andrew M. Stuart

Cost-Accuracy Trade-offs: Neural Operator vs Classical Numerical Solver

This work compares the cost-accuracy performance of neural operator surrogates and classical numerical solvers through a reproducible benchmark study comparing neural operators with problem-matched classical solvers on representative problems in computational science and engineering, focusing on prediction error, per-q...