Handi Zhang

University of Pennsylvania

Philadelphia, PA 19104

United States

  • University of Pennsylvania

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Reliable Extrapolation of Deep Neural Operators Informed by Physics or Sparse Observations

Number of pages: 44 Posted: 02 Mar 2023
Min Zhu, Handi Zhang, Anran Jiao, George Em Karniadakis and Lu Lu
University of Pennsylvania, University of Pennsylvania, University of Pennsylvania, Brown University and University of Pennsylvania
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Abstract:

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Neural operators, DeepONet, Extrapolation complexity, Fine-tuning, Multifidelity learning, Out-of-distribution inference