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Sparsifying dimensionality reduction of PDE solution data with Bregman
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PTPI-DL-ROMs: pre-trained physics-informed deep learning-based reduced
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Mitigating distribution shift in machine learning-augmented hybrid simulationSIAM Journal on Scientific Computing (SISC), 2024 |
Generating synthetic data for neural operatorsSMAI Journal of Computational Mathematics (SMAI-JCM), 2024 |
Branched Latent Neural MapsComputer Methods in Applied Mechanics and Engineering (CMAME), 2023 M. Salvador Alison Lesley Marsden |
An Implicit GNN Solver for Poisson-like problemsComputers and Mathematics with Applications (CMA), 2023 |