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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
On the Benefits of Active Data Collection in Operator LearningCode0
On the influence of over-parameterization in manifold based surrogates and deep neural operatorsCode0
Aero-Nef: Neural Fields for Rapid Aircraft Aerodynamics SimulationsCode0
Nonlinear model reduction for operator learningCode0
ON-Traffic: An Operator Learning Framework for Online Traffic Flow Estimation and Uncertainty Quantification from Lagrangian SensorsCode0
Cauchy Random Features for Operator Learning in Sobolev SpaceCode0
Neural Operators for PDE Backstepping Control of First-Order Hyperbolic PIDE with Recycle and DelayCode0
DPHGNN: A Dual Perspective Hypergraph Neural NetworksCode0
Multi-Resolution Active Learning of Fourier Neural OperatorsCode0
Adversarial Autoencoders in Operator LearningCode0
Neural Operator Learning for Ultrasound Tomography InversionCode0
Neural Operators of Backstepping Controller and Observer Gain Functions for Reaction-Diffusion PDEsCode0
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
Algorithmically Designed Artificial Neural Networks (ADANNs): Higher order deep operator learning for parametric partial differential equationsCode0
LeMON: Learning to Learn Multi-Operator NetworksCode0
Loss Terms and Operator Forms of Koopman AutoencodersCode0
DFU: scale-robust diffusion model for zero-shot super-resolution image generationCode0
Diffeomorphically Learning Stable Koopman OperatorsCode0
Neural Functional: Learning Function to Scalar Maps for Neural PDE SurrogatesCode0
Invertible Fourier Neural Operators for Tackling Both Forward and Inverse ProblemsCode0
QuACK: Accelerating Gradient-Based Quantum Optimization with Koopman Operator LearningCode0
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