MetaColloc: Optimization-Free PDE Solving via Meta-Learned Basis Functions

Solving partial differential equations (PDEs) with machine learning typically requires training a new neural network for every new equation. This optimization is slow. We introduce MetaColloc. It is an optimization-free and data-free framework that removes this bottleneck completely. We decouple bas...