@article{JMLR:v26:24-0884,
  author  = {Simone Brugiapaglia and Nick Dexter and Samir Karam and Weiqi Wang},
  title   = {Physics-Informed Deep Learning and Compressive Collocation for High-Dimensional Diffusion-Reaction Equations: Practical Existence Theory and Numerics},
  journal = {Journal of Machine Learning Research},
  year    = {2025},
  volume  = {26},
  number  = {275},
  pages   = {1--51},
  url     = {http://jmlr.org/papers/v26/24-0884.html}
}