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Operator learning

Learn an operator between infinite dimensional Hilbert spaces or Banach spaces

Papers

Showing 251275 of 347 papers

TitleStatusHype
Mondrian: Transformer Operators via Domain Decomposition0
MultiAuto-DeepONet: A Multi-resolution Autoencoder DeepONet for Nonlinear Dimension Reduction, Uncertainty Quantification and Operator Learning of Forward and Inverse Stochastic Problems0
Multifidelity Deep Operator Networks For Data-Driven and Physics-Informed Problems0
Multi-fidelity wavelet neural operator with application to uncertainty quantification0
Multi-Grid Tensorized Fourier Neural Operator for High-Resolution PDEs0
Multi-Lattice Sampling of Quantum Field Theories via Neural Operator-based Flows0
Multi-Level Monte Carlo Training of Neural Operators0
Multi-Physics Simulations via Coupled Fourier Neural Operator0
Multiscale Attention via Wavelet Neural Operators for Vision Transformers0
Multiscale Neural Operator: Learning Fast and Grid-independent PDE Solvers0
Nearly Optimal VC-Dimension and Pseudo-Dimension Bounds for Deep Neural Network Derivatives0
Neural Basis Functions for Accelerating Solutions to High Mach Euler Equations0
Neural Inverse Operators for Solving PDE Inverse Problems0
Improved generalization with deep neural operators for engineering systems: Path towards digital twin0
Neural Operator induced Gaussian Process framework for probabilistic solution of parametric partial differential equations0
Neural Operator Learning for Long-Time Integration in Dynamical Systems with Recurrent Neural Networks0
Neural operator learning of heterogeneous mechanobiological insults contributing to aortic aneurysms0
Neural Operators for Predictor Feedback Control of Nonlinear Delay Systems0
Neural Operators Meet Energy-based Theory: Operator Learning for Hamiltonian and Dissipative PDEs0
Neural Parameter Regression for Explicit Representations of PDE Solution Operators0
Neural Scaling Laws of Deep ReLU and Deep Operator Network: A Theoretical Study0
New universal operator approximation theorem for encoder-decoder architectures (Preprint)0
NOMAD: Nonlinear Manifold Decoders for Operator Learning0
Nonlinear Operator Learning Using Energy Minimization and MLPs0
Nonlinear Reconstruction for Operator Learning of PDEs with Discontinuities0
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