"pde solving" Papers

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DeltaPhi: Physical States Residual Learning for Neural Operators in Data-Limited PDE Solving

Xihang Yue, Yi Yang, Linchao Zhu

NEURIPS 2025arXiv:2406.09795
3
citations

FP64 is All You Need: Rethinking Failure Modes in Physics-Informed Neural Networks

Chenhui Xu, Dancheng Liu, Amir Nassereldine et al.

NEURIPS 2025arXiv:2505.10949
1
citations

On the expressiveness and spectral bias of KANs

Yixuan Wang, Jonathan Siegel, Ziming Liu et al.

ICLR 2025arXiv:2410.01803
41
citations

PowerMLP: An Efficient Version of KAN

Ruichen Qiu, Yibo Miao, Shiwen Wang et al.

AAAI 2025paperarXiv:2412.13571
10
citations