@article{JMLR:v26:25-1383,
  author  = {Konstantin Riedl and Justin Sirignano and Konstantinos Spiliopoulos},
  title   = {Global Convergence of Adjoint-Optimized Neural PDEs},
  journal = {Journal of Machine Learning Research},
  year    = {2025},
  volume  = {26},
  number  = {295},
  pages   = {1--94},
  url     = {http://jmlr.org/papers/v26/25-1383.html}
}