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GitHub topics: neural-operators

neuraloperator/neuraloperator

Learning in infinite dimension with neural operators.

Language: Python - Size: 127 MB - Last synced at: about 2 hours ago - Pushed at: 24 days ago - Stars: 2,652 - Forks: 668

pdebench/PDEBench

PDEBench: An Extensive Benchmark for Scientific Machine Learning

Language: Python - Size: 1.09 MB - Last synced at: 5 days ago - Pushed at: 4 months ago - Stars: 891 - Forks: 104

mathLab/PINA

Physics-Informed Neural networks for Advanced modeling

Language: Python - Size: 131 MB - Last synced at: 5 days ago - Pushed at: 5 days ago - Stars: 493 - Forks: 75

camlab-ethz/ConvolutionalNeuralOperator

This repository is the official implementation of the paper Convolutional Neural Operators for robust and accurate learning of PDEs

Language: Python - Size: 14.6 MB - Last synced at: 6 days ago - Pushed at: 6 days ago - Stars: 168 - Forks: 19

katiana22/latent-deeponet

Source code of "Learning nonlinear operators in latent spaces for real-time predictions of complex dynamics in physical systems."

Language: Python - Size: 3.54 MB - Last synced at: 19 days ago - Pushed at: 19 days ago - Stars: 58 - Forks: 16

thuml/Neural-Solver-Library

A Library for Advanced Neural PDE Solvers.

Language: Python - Size: 1.06 MB - Last synced at: 29 days ago - Pushed at: 29 days ago - Stars: 21 - Forks: 0

eduardburlacu/PE_ML

Physics-Enhanced Machine Learning

Language: Jupyter Notebook - Size: 11.7 MB - Last synced at: about 1 month ago - Pushed at: about 1 month ago - Stars: 0 - Forks: 0

aai-institute/continuiti

Learning function operators with neural networks.

Language: Python - Size: 22.4 MB - Last synced at: 9 days ago - Pushed at: 9 months ago - Stars: 30 - Forks: 3

RezaNajian/FOL

Bridging Neural Operators and Numerical Methods

Language: Python - Size: 47.7 MB - Last synced at: 29 days ago - Pushed at: 29 days ago - Stars: 3 - Forks: 0

amazon-science/operator-probconserv

Official implementation of Operator-ProbConserv: OOD UQ for Neural Operators

Language: Python - Size: 40 KB - Last synced at: 10 days ago - Pushed at: 10 months ago - Stars: 5 - Forks: 0

anac0der/fnoreg

[ICPR 2024] FNOReg: Resolution-Robust Medical Image Registration Method Based on Fourier Neural Operator

Language: Python - Size: 1020 MB - Last synced at: 3 months ago - Pushed at: 3 months ago - Stars: 1 - Forks: 0

AI4Science-WestlakeU/beno

[ICLR24] A boundary-embedded neural operator that incorporates complex boundary shape and inhomogeneous boundary values

Language: Python - Size: 1.36 MB - Last synced at: 5 months ago - Pushed at: 5 months ago - Stars: 22 - Forks: 0

AlexKenna/Physics-Informed-Machine-Learning

An exploration of different Physics Informed Machine Learning topics

Language: Jupyter Notebook - Size: 16.4 MB - Last synced at: 11 months ago - Pushed at: 11 months ago - Stars: 0 - Forks: 0

procf/RhINNs

Rheology-informed Machine Learning Projects

Language: Jupyter Notebook - Size: 6.9 MB - Last synced at: about 1 year ago - Pushed at: about 1 year ago - Stars: 8 - Forks: 0

dynamic-queries/SciManifoldLearning.jl

Manifold Learning for Scientific Applications with SciML Interface.

Language: Julia - Size: 5.86 KB - Last synced at: about 1 year ago - Pushed at: over 2 years ago - Stars: 0 - Forks: 0