A Variational Framework for Residual-Based Adaptivity in Neural PDE Solvers and Operator Learning

Juan Diego Toscano, Daniel T. Chen, Vivek Oommen +2

Residual-based adaptive strategies are widely used in scientific machine learning but remain largely heuristic. We introduce a unifying variational framework that formalizes these…