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

Improved Operator Learning by Orthogonal Attention

Zipeng Xiao, Zhongkai Hao, Bokai Lin et al.

ICML 2024spotlight

Transolver: A Fast Transformer Solver for PDEs on General Geometries

Haixu Wu, Huakun Luo, Haowen Wang et al.

ICML 2024spotlight