"neural pde solvers" Papers

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Hierarchical Implicit Neural Emulators

Ruoxi Jiang, Xiao Zhang, Karan Jakhar et al.

NEURIPS 2025oralarXiv:2506.04528
4
citations

Lie Algebra Canonicalization: Equivariant Neural Operators under arbitrary Lie Groups

Zakhar Shumaylov, Peter Zaika, James Rowbottom et al.

ICLR 2025arXiv:2410.02698
15
citations

PIG: Physics-Informed Gaussians as Adaptive Parametric Mesh Representations

Namgyu Kang, Jaemin Oh, Youngjoon Hong et al.

ICLR 2025arXiv:2412.05994
8
citations

Text2PDE: Latent Diffusion Models for Accessible Physics Simulation

Anthony Zhou, Zijie Li, Michael Schneier et al.

ICLR 2025oralarXiv:2410.01153
20
citations