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Operator learning

Learn an operator between infinite dimensional Hilbert spaces or Banach spaces

Papers

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Showing 226–250 of 347 papers

TitleStatusHype
Two-level overlapping additive Schwarz preconditioner for training scientific machine learning applications—0
Uncertainty quantification for deeponets with ensemble kalman inversion—0
Understanding Augmentation-based Self-Supervised Representation Learning via RKHS Approximation and Regression—0
Unsupervised Solution Operator Learning for Mean-Field Games via Sampling-Invariant Parametrizations—0
U-WNO:U-Net-enhanced Wavelet Neural Operator for fetal head segmentation—0
Variable-Input Deep Operator Networks—0
Variational Autoencoding Neural Operators—0
Variational Bayes Deep Operator Network: A data-driven Bayesian solver for parametric differential equations—0
ViTO: Vision Transformer-Operator—0
Waveformer for modelling dynamical systems—0
Wavelet neural operator: a neural operator for parametric partial differential equations—0
Learning the Hodgkin-Huxley Model with Operator Learning Techniques—0
Learning the Update Operator for 2D/3D Image Registration—0
Learning time-dependent PDE via graph neural networks and deep operator network for robust accuracy on irregular grids—0
Learning with SASQuaTCh: a Novel Variational Quantum Transformer Architecture with Kernel-Based Self-Attention—0
LNO: Laplace Neural Operator for Solving Differential Equations—0
Local monotone operator learning using non-monotone operators: MnM-MOL—0
M2NO: Multiresolution Operator Learning with Multiwavelet-based Algebraic Multigrid Method—0
MD-NOMAD: Mixture density nonlinear manifold decoder for emulating stochastic differential equations and uncertainty propagation—0
MeshONet: A Generalizable and Efficient Operator Learning Method for Structured Mesh Generation—0
MgNO: Efficient Parameterization of Linear Operators via Multigrid—0
Minimax Optimal Kernel Operator Learning via Multilevel Training—0
Mitigating Stop-and-Go Traffic Congestion with Operator Learning—0
Mixture of Experts Soften the Curse of Dimensionality in Operator Learning—0
MODNO: Multi Operator Learning With Distributed Neural Operators—0
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