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Operator learning

Learn an operator between infinite dimensional Hilbert spaces or Banach spaces

Papers

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Showing 76–100 of 347 papers

TitleStatusHype
Operator learning without the adjointCode0
Nonlinear model reduction for operator learningCode0
Neural Operators for PDE Backstepping Control of First-Order Hyperbolic PIDE with Recycle and DelayCode0
Aero-Nef: Neural Fields for Rapid Aircraft Aerodynamics SimulationsCode0
Neural Operators of Backstepping Controller and Observer Gain Functions for Reaction-Diffusion PDEsCode0
On the Benefits of Active Data Collection in Operator LearningCode0
Cauchy Random Features for Operator Learning in Sobolev SpaceCode0
Neural Operator Learning for Ultrasound Tomography InversionCode0
Neural Functional: Learning Function to Scalar Maps for Neural PDE SurrogatesCode0
Multi-Channel Convolutional Analysis Operator Learning for Dual-Energy CT ReconstructionCode0
Adversarial Autoencoders in Operator LearningCode0
Multi-Resolution Active Learning of Fourier Neural OperatorsCode0
On the influence of over-parameterization in manifold based surrogates and deep neural operatorsCode0
Leray-Schauder Mappings for Operator LearningCode0
BiLO: Bilevel Local Operator Learning for PDE inverse problemsCode0
Learning Where to Learn: Training Distribution Selection for Provable OOD PerformanceCode0
Linear quadratic control of nonlinear systems with Koopman operator learning and the Nyström methodCode0
Synergistic Learning with Multi-Task DeepONet for Efficient PDE Problem SolvingCode0
LeMON: Learning to Learn Multi-Operator NetworksCode0
Algorithmically Designed Artificial Neural Networks (ADANNs): Higher order deep operator learning for parametric partial differential equationsCode0
LNO: Laplace Neural Operator for Solving Differential EquationsCode0
DPHGNN: A Dual Perspective Hypergraph Neural NetworksCode0
DFU: scale-robust diffusion model for zero-shot super-resolution image generationCode0
Derivative-informed neural operator acceleration of geometric MCMC for infinite-dimensional Bayesian inverse problemsCode0
Diffeomorphically Learning Stable Koopman OperatorsCode0
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