most citedMulti-Grade Deep Learning for Partial Differential Equations with Applications to the Burgers Equation

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math.NA2026★ 1 cited

Multi-Grade Deep Learning for Partial Differential Equations with Applications to the Burgers Equation

Yuesheng Xu, Taishan Zeng

Deep neural networks (DNNs) show great promise for solving partial differential equations (PDEs), but their deep architectures introduce complex, large-scale, non-convex optimizati…