QP Based Constrained Optimization for Reliable PINN Training

Alan Williams, Christopher Leon, Alexander Scheinker. QP Based Constrained Optimization for Reliable PINN Training. In Necmiye Ozay, Laura Balzano, Dimitra Panagou, Alessandro Abate, editors, 7th Annual Learning for Dynamics & Control Conference, Ann Arbor, MI, USA, 4-6 June 2025. Volume 283 of Proceedings of Machine Learning Research, pages 1090-1101, PMLR, 2025. [doi]

@inproceedings{WilliamsLS25,
  title = {QP Based Constrained Optimization for Reliable PINN Training},
  author = {Alan Williams and Christopher Leon and Alexander Scheinker},
  year = {2025},
  url = {https://proceedings.mlr.press/v283/williams25a.html},
  researchr = {https://researchr.org/publication/WilliamsLS25},
  cites = {0},
  citedby = {0},
  pages = {1090-1101},
  booktitle = {7th Annual Learning for Dynamics & Control Conference, Ann Arbor, MI, USA, 4-6 June 2025},
  editor = {Necmiye Ozay and Laura Balzano and Dimitra Panagou and Alessandro Abate},
  volume = {283},
  series = {Proceedings of Machine Learning Research},
  publisher = {PMLR},
}