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Operator learning

Learn an operator between infinite dimensional Hilbert spaces or Banach spaces

Papers

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Showing 251–275 of 347 papers

TitleStatusHype
Variational operator learning: A unified paradigm marrying training neural operators and solving partial differential equationsCode0
Neural Operator Learning for Ultrasound Tomography InversionCode0
Accelerated parallel MRI using memory efficient and robust monotone operator learning (MOL)—0
Operator learning with PCA-Net: upper and lower complexity bounds—0
Multiscale Attention via Wavelet Neural Operators for Vision Transformers—0
Solving High-Dimensional Inverse Problems with Auxiliary Uncertainty via Operator Learning with Limited Data—0
LNO: Laplace Neural Operator for Solving Differential Equations—0
Neural Operators of Backstepping Controller and Observer Gain Functions for Reaction-Diffusion PDEsCode0
ViTO: Vision Transformer-Operator—0
Super-Resolution Neural OperatorCode0
Coupled Multiwavelet Neural Operator Learning for Coupled Partial Differential EquationsCode0
Neural Operator Learning for Long-Time Integration in Dynamical Systems with Recurrent Neural Networks—0
GNOT: A General Neural Operator Transformer for Operator LearningCode1
DeepOHeat: Operator Learning-based Ultra-fast Thermal Simulation in 3D-IC DesignCode1
Variational Autoencoding Neural Operators—0
Fourier-RNNs for Modelling Noisy Physics Data—0
Physics informed WNO—0
IB-UQ: Information bottleneck based uncertainty quantification for neural function regression and neural operator learning—0
Algorithmically Designed Artificial Neural Networks (ADANNs): Higher order deep operator learning for parametric partial differential equationsCode0
Sharp Spectral Rates for Koopman Operator LearningCode1
DCEM: A deep complementary energy method for solid mechanicsCode1
Convolutional Neural Operators for robust and accurate learning of PDEsCode2
An Enhanced V-cycle MgNet Model for Operator Learning in Numerical Partial Differential Equations—0
Randomized prior wavelet neural operator for uncertainty quantification—0
Neural Operator: Is data all you need to model the world? An insight into the impact of Physics Informed Machine Learning—0
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