Error-Conditioned Neural Solvers.

arXiv:2606.27354v2 Announce Type: replace-cross Abstract: 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 to correct their own