Spotlight "partial differential equations" Papers

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Axial Neural Networks for Dimension-Free Foundation Models

Hyunsu Kim, Jonggeon Park, Joan Bruna et al.

NEURIPS 2025spotlightarXiv:2510.13665

CALM-PDE: Continuous and Adaptive Convolutions for Latent Space Modeling of Time-dependent PDEs

Jan Hagnberger, Daniel Musekamp, Mathias Niepert

NEURIPS 2025spotlightarXiv:2505.12944
2
citations

Improved Operator Learning by Orthogonal Attention

Zipeng Xiao, Zhongkai Hao, Bokai Lin et al.

ICML 2024spotlightarXiv:2310.12487
40
citations

Transolver: A Fast Transformer Solver for PDEs on General Geometries

Haixu Wu, Huakun Luo, Haowen Wang et al.

ICML 2024spotlightarXiv:2402.02366
181
citations