Error-Conditioned Neural Solvers

Haina Jiang, Liam Wang, Peng-Chen Chen +4

Neural surrogate models offer fast approximate mappings from PDE parameters to solutions, but they typically treat solving as a purely statistical task: once trained, they struggle…