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Read, Write, Relax: Why Neural PDE Surrogates Need Both Global and Local Processing
Recent mesh-based simulation advances have, in no small part, relied on neural surrogates of two distinct families: global models that route information through a small set of latent tokens, and local models that perform message passing across mesh edges. Consistent with both classes is the inability to perform beyond...