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Operator learning

Learn an operator between infinite dimensional Hilbert spaces or Banach spaces

Papers

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Showing 201–225 of 347 papers

TitleStatusHype
Mondrian: Transformer Operators via Domain Decomposition—0
MultiAuto-DeepONet: A Multi-resolution Autoencoder DeepONet for Nonlinear Dimension Reduction, Uncertainty Quantification and Operator Learning of Forward and Inverse Stochastic Problems—0
Towards scientific machine learning for granular material simulations -- challenges and opportunities—0
Multifidelity Deep Operator Networks For Data-Driven and Physics-Informed Problems—0
Multi-fidelity wavelet neural operator with application to uncertainty quantification—0
Multi-Grid Tensorized Fourier Neural Operator for High-Resolution PDEs—0
Multi-Lattice Sampling of Quantum Field Theories via Neural Operator-based Flows—0
Multi-Level Monte Carlo Training of Neural Operators—0
Multi-Physics Simulations via Coupled Fourier Neural Operator—0
Transfer Operator Learning with Fusion Frame—0
Multiscale Attention via Wavelet Neural Operators for Vision Transformers—0
Multiscale Neural Operator: Learning Fast and Grid-independent PDE Solvers—0
Bayesian Inversion with Neural Operator (BINO) for Modeling Subdiffusion: Forward and Inverse Problems—0
Nearly Optimal VC-Dimension and Pseudo-Dimension Bounds for Deep Neural Network Derivatives—0
Neural Basis Functions for Accelerating Solutions to High Mach Euler Equations—0
Accelerating Phase Field Simulations Through a Hybrid Adaptive Fourier Neural Operator with U-Net Backbone—0
Artificial intelligence for partial differential equations in computational mechanics: A review—0
Neural Inverse Operators for Solving PDE Inverse Problems—0
Improved generalization with deep neural operators for engineering systems: Path towards digital twin—0
Neural Operator induced Gaussian Process framework for probabilistic solution of parametric partial differential equations—0
Neural Operator Learning for Long-Time Integration in Dynamical Systems with Recurrent Neural Networks—0
Transformers as Neural Operators for Solutions of Differential Equations with Finite Regularity—0
A Resolution Independent Neural Operator—0
Neural operator learning of heterogeneous mechanobiological insults contributing to aortic aneurysms—0
Accelerating Part-Scale Simulation in Liquid Metal Jet Additive Manufacturing via Operator Learning—0
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