"neural surrogate models" Papers

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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

GyroSwin: 5D Surrogates for Gyrokinetic Plasma Turbulence Simulations

Fabian Paischer, Gianluca Galletti, William Hornsby et al.

NEURIPS 2025posterarXiv:2510.07314
3
citations

Model-Agnostic Knowledge Guided Correction for Improved Neural Surrogate Rollout

Bharat Srikishan, Daniel O'Malley, Mohamed Mehana et al.

ICLR 2025posterarXiv:2503.10048