Multilevel Neural Corrections with Adaptive Sampling for Partial Differential Equations

Yu Yang, Qiaolin He

We propose a multi-level framework for deep neural PDE solvers that integrates adaptive sampling with additive neural corrections. At each level, an adaptive sampling distribution…