Neural Emulator Superiority: When Machine Learning for PDEs Surpasses its Training Data

Project Page

Paper

• Arxiv
• Neurips 2025

Code & Reproducibility Resources

Check out this README for resources to reproduce the theoretical derivations and experiments as well as recreate the figures from the paper.

Citation

@article{koehler2025neural,
    title={Neural Emulator Superiority: When Machine Learning for {PDE}s Surpasses its Training Data},
    author={Felix Koehler and Nils Thuerey},
    journal={Advances in Neural Information Processing Systems (NeurIPS)},
    volume={39},
    year={2025}
}