Derivative Informed Neural Operator

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	An Efficient Framework for High-Dimensional Parametric Derivative Learning

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Dino art taken from here

DINO Publications and Manuscripts.

• [1] O'Leary-Roseberry, T., Chen P., Villa, U., Ghattas, O., Derivative-Informed Neural Operator: An Efficient Framework for High-Dimensional Parametric Derivative Learning. (Download)
  BibTeX

  @article{OLearyRoseberryChenVillaEtAl22,
  title={Derivative-informed neural operator: an efficient framework for high-dimensional parametric derivative learning},
  author={O’Leary-Roseberry, THOMAS and Chen, Peng and Villa, Umberto and Ghattas, Omar},
  journal={arXiv preprint arXiv:2206.10745},
  year={2022}
  }
  }

The following use DINO.

• [2] Luo, D., O'Leary-Roseberry, T., Chen P., Ghattas, O., Efficient PDE-Constrained optimization under high-dimensional uncertainty using derivative-informed neural operators. (Download)
  BibTeX

  @article{luo2023efficient,
  title={Efficient PDE-Constrained optimization under high-dimensional uncertainty using derivative-informed neural operators},
  author={Luo, Dingcheng and O'Leary-Roseberry, Thomas and Chen, Peng and Ghattas, Omar},
  journal={arXiv preprint arXiv:2305.20053},
  year={2023}
  }
  }