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Operator learning

Learn an operator between infinite dimensional Hilbert spaces or Banach spaces

Papers

Showing 241250 of 347 papers

TitleStatusHype
Deep Operator Learning-based Surrogate Models with Uncertainty Quantification for Optimizing Internal Cooling Channel Rib Profiles0
Representation Equivalent Neural Operators: a Framework for Alias-free Operator Learning0
NUNO: A General Framework for Learning Parametric PDEs with Non-Uniform DataCode1
Implicit Transfer Operator Learning: Multiple Time-Resolution Surrogates for Molecular DynamicsCode0
Nearly Optimal VC-Dimension and Pseudo-Dimension Bounds for Deep Neural Network Derivatives0
Joint MR sequence optimization beats pure neural network approaches for spin-echo MRI super-resolution0
Kernel Methods are Competitive for Operator LearningCode1
Nonlocality and Nonlinearity Implies Universality in Operator Learning0
In-Context Operator Learning with Data Prompts for Differential Equation ProblemsCode1
Critical Sampling for Robust Evolution Operator Learning of Unknown Dynamical Systems0
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