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neural-operators

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neuraloperator /neuraloperator

Learning in infinite dimension with neural operators.

pytorch partial-differential-equations uno pde tensorly tensor-methods fno neural-operator neural-operators fourier-neural-operator tensorization

UpdatedMar 27, 2025
Python

pdebench /PDEBench

PDEBench: An Extensive Benchmark for Scientific Machine Learning

benchmark machine-learning ai deep-learning simulation pytorch scientific-computing neural-networks scientific partial-differential-equations fluid-dynamics jax navier-stokes-equations sciml autoregressive-models physics-informed-neural-networks neural-operators

UpdatedJan 27, 2025
Python

mathLab /PINA

Physics-Informed Neural networks for Advanced modeling

python machine-learning deep-learning modeling pytorch ode neural-networks differential-equations pde hacktoberfest pinn physics-informed physics-informed-neural-networks neural-operators equation-learning lightining

UpdatedMar 27, 2025
Python

camlab-ethz /ConvolutionalNeuralOperator

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

benchmark deep-learning pytorch scientific-computing partial-differential-equations navier-stokes pde pde-solver navier-stokes-equations fno cno neural-operator ml4physics neural-operators ml4science

UpdatedOct 15, 2024
Python

katiana22 /latent-deeponet

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

regression partial-differential-equations materials-science fluid-dynamics dimension-reduction latent-spaces deeponet neural-operators

UpdatedJul 25, 2024
Python

aai-institute /continuiti

Learning function operators with neural networks.

physics-informed-ml transferlab neural-operators

UpdatedAug 22, 2024
Python

AI4Science-WestlakeU /beno

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

graph-neural-networks neural-pde-solver neural-operators boundary-embedded

UpdatedDec 5, 2024
Python

procf /RhINNs

Rheology-informed Machine Learning Projects

neural-networks scientific-machine-learning physics-informed-learning physics-informed-neural-networks neural-operators

UpdatedApr 8, 2024
Jupyter Notebook

thuml /Neural-Solver-Library

A Library for Advanced Neural PDE Solvers.

deep-learning pde-solver neural-operators

UpdatedMar 15, 2025
Python

amazon-science /operator-probconserv

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

partial-differential-equations conservation-laws uncertainty-quantification shock-capturing out-of-domain neural-operators

UpdatedJul 25, 2024
Python

anac0der /fno_from_scratch

Implementation of Fourier Neural Operator from scratch

deep-learning partial-differential-equations from-scratch physics-informed-neural-networks neural-operators fourier-neural-operator

UpdatedDec 2, 2023
Jupyter Notebook

RezaNajian /FOL

Bridging Neural Operators and Numerical Methods

physics-informed-neural-networks neural-operators finite-operator-learning numerical-simulation-optimization

UpdatedMar 14, 2025
Python

anac0der /fnoreg

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

deep-learning image-registration resolution-independent medical-image-registration neural-operators fourier-neural-operator

UpdatedFeb 17, 2025
Python

youwuyou /AISE

Final projects for 401-4656-21L AI in Sciences and Engineering @ ETHz. Includes implementation of Fourier Neural Operator (FNO) with time dependency, data-driven symbolic regression with PDE-Find and foundation model based on FNO for phase-field dynamics

symbolic-regression transfer-learning sindy pde-solver data-driven-model sciml operator-learning neural-operators pde-find

UpdatedJan 20, 2025
Python

bzlu-Group /MAD-Operator-Learning

machine-learning-algorithms data-generator neural-operators pdesolving

UpdatedFeb 21, 2025
Python

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