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Out-of-distributional risk bounds for neural operators with applications to the Helmholtz equation.

Jose Antonio Lara BenitezTakashi FuruyaFlorian FaucherAnastasis KratsiosXavier TricocheMaarten V. de Hoop
Published in: J. Comput. Phys. (2024)
Keyphrases
  • risk bounds
  • data dependent
  • empirical risk minimization
  • neural network
  • learning algorithm
  • stochastic processes
  • vc dimension
  • statistical learning theory
  • fuzzy sets
  • machine learning algorithms