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On understanding and overcoming spectral biases of deep neural network learning methods for solving PDEs

Zhi‐Qin John Xu, Lulu Zhang, Wei Cai

2025Journal of Computational Physics21 citationsDOI

Topics & Concepts

Artificial neural networkComputer scienceArtificial intelligenceDeep learningDeep neural networksApplied mathematicsMachine learningMathematicsModel Reduction and Neural NetworksNeural Networks and ApplicationsNon-Destructive Testing Techniques
On understanding and overcoming spectral biases of deep neural network learning methods for solving PDEs | Litcius