Provably Accurate Adaptive Sampling for Collocation Points in Physics-Informed Neural Networks

Caradot et al. "Provably Accurate Adaptive Sampling for Collocation Points in Physics-Informed Neural Networks." European Conference on Machine Learning and Principles and Practice of Knowledge Discovery in Databases, 2025. doi:10.1007/978-3-032-06096-9_2

[Caradot et al. "Provably Accurate Adaptive Sampling for Collocation Points in Physics-Informed Neural Networks." European Conference on Machine Learning and Principles and Practice of Knowledge Discovery in Databases, 2025.](https://mlanthology.org/ecmlpkdd/2025/caradot2025ecmlpkdd-provably/) doi:10.1007/978-3-032-06096-9_2

@inproceedings{caradot2025ecmlpkdd-provably,
  title     = {{Provably Accurate Adaptive Sampling for Collocation Points in Physics-Informed Neural Networks}},
  author    = {Caradot, Antoine and Emonet, Rémi and Habrard, Amaury and Mezidi, Abdel-Rahim and Sebban, Marc},
  booktitle = {European Conference on Machine Learning and Principles and Practice of Knowledge Discovery in Databases},
  year      = {2025},
  pages     = {19-37},
  doi       = {10.1007/978-3-032-06096-9_2},
  url       = {https://mlanthology.org/ecmlpkdd/2025/caradot2025ecmlpkdd-provably/}
}