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Operator learning

Learn an operator between infinite dimensional Hilbert spaces or Banach spaces

Papers

Showing 5175 of 347 papers

TitleStatusHype
Multiwavelet-based Operator Learning for Differential EquationsCode1
Separable Operator NetworksCode1
Improved architectures and training algorithms for deep operator networksCode1
Deep transfer operator learning for partial differential equations under conditional shiftCode1
Learning Operators with Coupled AttentionCode1
Learning Efficient Abstract Planning Models that Choose What to PredictCode1
Continuum Attention for Neural OperatorsCode1
Transform Once: Efficient Operator Learning in Frequency DomainCode1
VICON: Vision In-Context Operator Networks for Multi-Physics Fluid Dynamics PredictionCode1
DeepOHeat: Operator Learning-based Ultra-fast Thermal Simulation in 3D-IC DesignCode1
A finite operator learning technique for mapping the elastic properties of microstructures to their mechanical deformationsCode1
An operator learning perspective on parameter-to-observable mapsCode1
Mesh-Informed Neural Operator : A Transformer Generative ApproachCode1
Operator Learning Using Random Features: A Tool for Scientific ComputingCode1
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
Fine-Tune Language Models as Multi-Modal Differential Equation SolversCode1
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
Leray-Schauder Mappings for Operator LearningCode0
Convolutional Analysis Operator Learning: Dependence on Training DataCode0
Learning Where to Learn: Training Distribution Selection for Provable OOD PerformanceCode0
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