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Operator learning

Learn an operator between infinite dimensional Hilbert spaces or Banach spaces

Papers

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Showing 51–75 of 347 papers

TitleStatusHype
Mesh-Informed Neural Operator : A Transformer Generative ApproachCode1
A finite operator learning technique for mapping the elastic properties of microstructures to their mechanical deformationsCode1
Generative AI for fast and accurate statistical computation of fluidsCode1
Kernel Methods are Competitive for Operator LearningCode1
Learning dynamical systems: an example from open quantum system dynamicsCode1
Learning Operators with Coupled AttentionCode1
Continuum Attention for Neural OperatorsCode1
Learning Symbolic Operators for Task and Motion PlanningCode1
Multiwavelet-based Operator Learning for Differential EquationsCode1
DeepOHeat: Operator Learning-based Ultra-fast Thermal Simulation in 3D-IC DesignCode1
NUNO: A General Framework for Learning Parametric PDEs with Non-Uniform DataCode1
An operator learning perspective on parameter-to-observable mapsCode1
Operator Learning with Gaussian ProcessesCode1
Deep transfer operator learning for partial differential equations under conditional shiftCode1
An enrichment approach for enhancing the expressivity of neural operators with applications to seismologyCode1
Diffeomorphism Neural Operator for various domains and parameters of partial differential equationsCode1
PROSE-FD: A Multimodal PDE Foundation Model for Learning Multiple Operators for Forecasting Fluid DynamicsCode1
Data-Efficient Operator Learning via Unsupervised Pretraining and In-Context LearningCode1
Coupled Multiwavelet Neural Operator Learning for Coupled Partial Differential EquationsCode0
Convolutional Analysis Operator Learning by End-To-End Training of Iterative Neural NetworksCode0
Convolutional Analysis Operator Learning: Acceleration and ConvergenceCode0
An Operator Learning Framework for Spatiotemporal Super-resolution of Scientific SimulationsCode0
LeMON: Learning to Learn Multi-Operator NetworksCode0
Convolutional Analysis Operator Learning: Dependence on Training DataCode0
Learning Where to Learn: Training Distribution Selection for Provable OOD PerformanceCode0
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