The Frame Kernel Method for Multiscale Operator Learning
Published • Sep 1, 2026
Authors:,,
Branden Frieden
Ryan Whitehead
M. Keith Ballard
Abstract
We present a natively multiscale operator learning method for the surrogate modeling of (numerical solvers for) multiscale partial differential equations (PDEs). The primary novelty of our method lies in a novel multiscale kernel frame function approximation technique. Leveraging this new kernel fra...
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