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cs.LG 1

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2026 1

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UNVERDICTED 1

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Semi-Supervised Neural Super-Resolution for Mesh-Based Simulations

cs.LG · 2026-05-10 · unverdicted · novelty 6.0

SuperMeshNet achieves lower RMSE than fully supervised baselines while using 90% less high-resolution training data by jointly training two complementary MPNN models on paired and unpaired low-resolution meshes.

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  • Semi-Supervised Neural Super-Resolution for Mesh-Based Simulations cs.LG · 2026-05-10 · unverdicted · none · ref 1

    SuperMeshNet achieves lower RMSE than fully supervised baselines while using 90% less high-resolution training data by jointly training two complementary MPNN models on paired and unpaired low-resolution meshes.