Publications

@inproceedings{schwencke2025anagram,
  title={{ANaGRAM}: {A} Natural Gradient Relative to Adapted Model for efficient {PINNs} learning},
  author={Schwencke, Nilo and Furtlehner, Cyril},
  booktitle={The Thirteenth International Conference on Learning Representations ({ICLR})},
  year={2025},
  url={https://proceedings.iclr.cc/paper_files/paper/2025/hash/38b445e98823a02479582302ee3aa8e4-Abstract-Conference.html}
}

@misc{schwencke2025amstramgram,
  title={{AMStraMGRAM}: Adaptive Multi-cutoff Strategy Modification for {ANaGRAM}},
  author={Schwencke, Nilo and Rousselot, Cyriaque and Shilova, Alena and Furtlehner, Cyril},
  year={2025},
  eprint={2510.15998},
  archivePrefix={arXiv},
  primaryClass={cs.LG}
}

@inproceedings{marieanne2025ift,
  title={Implicit function theorem in {Physics-Informed Neural Networks} to solve parameterized differential equations},
  author={Marie-Anne, Julien and Rousselot, Cyriaque and Schwencke, Nilo and Shilova, Alena},
  booktitle={{EurIPS} 2025 Workshop on Differentiable Systems ({DiffSys})},
  year={2025},
  url={https://openreview.net/forum?id=KjyGLUleWh}
}