A bilinear scatter encoding plus a masked UNet yields competitive surrogate accuracy and data efficiency on several mesh-based simulation benchmarks, though the encoding is a standard technique.
Surfnet: Super-resolution of turbulent flows with transfer learning using small datasets
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Learning Mappings in Mesh-based Simulations
A bilinear scatter encoding plus a masked UNet yields competitive surrogate accuracy and data efficiency on several mesh-based simulation benchmarks, though the encoding is a standard technique.