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cs.LG2026
Local and Sparse Kernel Operator Learning for Incompressible Flows: An Operator Lagrange Formulation
Ramansh Sharma, Matthew Lowery, Houman Owhadi +1
We present a local and sparse kernel method for learning the solution operators of incompressible flows. It builds on our earlier property-preserving kernel method, whose global ou…
cs.LG2024
Ensemble and Mixture-of-Experts DeepONets For Operator Learning
Ramansh Sharma, Varun Shankar
We present a novel deep operator network (DeepONet) architecture for operator learning, the ensemble DeepONet, that allows for enriching the trunk network of a single DeepONet with…