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Operator learning

Learn an operator between infinite dimensional Hilbert spaces or Banach spaces

Papers

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Showing 31–40 of 347 papers

TitleStatusHype
Positional Knowledge is All You Need: Position-induced Transformer (PiT) for Operator LearningCode1
Towards a Foundation Model for Partial Differential Equations: Multi-Operator Learning and ExtrapolationCode1
A finite operator learning technique for mapping the elastic properties of microstructures to their mechanical deformationsCode1
Deep Learning Computed Tomography based on the Defrise and Clack AlgorithmCode1
Data-Efficient Operator Learning via Unsupervised Pretraining and In-Context LearningCode1
Diffeomorphism Neural Operator for various domains and parameters of partial differential equationsCode1
An operator learning perspective on parameter-to-observable mapsCode1
Deciphering and integrating invariants for neural operator learning with various physical mechanismsCode1
Neural Dynamical Operator: Continuous Spatial-Temporal Model with Gradient-Based and Derivative-Free Optimization MethodsCode1
Equivariant Neural Operator Learning with Graphon ConvolutionCode1
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