neuraloperator/neuraloperator

Learning in infinite dimension with neural operators.

Language: Python - Size: 103 MB - Last synced at: 11 days ago - Pushed at: 11 days ago - Stars: 2,692 - Forks: 674

Koopman-Laboratory/KoopmanLab

A library for Koopman Neural Operator with Pytorch.

Language: Python - Size: 579 KB - Last synced at: 30 days ago - Pushed at: 8 months ago - Stars: 285 - Forks: 24

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: about 1 month ago - Pushed at: about 1 month ago - Stars: 168 - Forks: 19

sail-sg/autofd

Automatic Functional Differentiation in JAX

Language: Python - Size: 286 KB - Last synced at: 11 days ago - Pushed at: 3 months ago - Stars: 72 - Forks: 1

neuraloperator/CoDA-NO

Codomain attention neural operator for single to multi-physics PDE adaptation.

Language: Python - Size: 26.6 MB - Last synced at: 11 days ago - Pushed at: 12 days ago - Stars: 59 - Forks: 10

YichengDWu/Sophon.jl

Efficient, Accurate, and Streamlined Training of Physics-Informed Neural Networks

Language: Julia - Size: 169 MB - Last synced at: 5 days ago - Pushed at: 3 months ago - Stars: 56 - Forks: 6

ashiq24/UNO

Language: Jupyter Notebook - Size: 351 KB - Last synced at: 3 months ago - Pushed at: 3 months ago - Stars: 55 - Forks: 8

MinkaiXu/EGNO

ICML2024: Equivariant Graph Neural Operator for Modeling 3D Dynamics

Language: Python - Size: 10.3 MB - Last synced at: 2 months ago - Pushed at: about 1 year ago - Stars: 55 - Forks: 8

SciML/OperatorLearning.jl

No need to train, he's a smooth operator

Language: Julia - Size: 434 KB - Last synced at: 3 days ago - Pushed at: 7 months ago - Stars: 44 - Forks: 8

amazon-science/boon

Datasets and code for results presented in the BOON paper

Language: Jupyter Notebook - Size: 458 KB - Last synced at: about 1 month ago - Pushed at: over 2 years ago - Stars: 43 - Forks: 7

scaomath/torch-cfd

[ICLR 2025] Neural Operator-Assisted Computational Fluid Dynamics in PyTorch

Language: Python - Size: 48.9 MB - Last synced at: 4 days ago - Pushed at: 4 days ago - Stars: 42 - Forks: 4

nickhnelsen/fourier-neural-mappings

An extension of Fourier Neural Operator to finite-dimensional input and/or output spaces.

Language: Python - Size: 4.3 MB - Last synced at: 2 months ago - Pushed at: about 1 year ago - Stars: 18 - Forks: 0

optray/MCNP

This repository contains the code for the paper: Monte Carlo Neural PDE Solver for Learning PDEs via Probabilistic Representation (IEEE TPAMI 2025)

Language: Python - Size: 63.5 KB - Last synced at: 3 months ago - Pushed at: 3 months ago - Stars: 17 - Forks: 2

tomoleary/dino

Derivative-Informed Neural Operator: An Efficient Framework for High-Dimensional Parametric Derivative Learning

Language: Python - Size: 161 KB - Last synced at: over 1 year ago - Pushed at: over 1 year ago - Stars: 14 - Forks: 0

HPCForge/BubbleML

A multiphase multiphysics dataset and benchmarks for scientific machine learning

Language: Python - Size: 138 MB - Last synced at: about 1 year ago - Pushed at: about 1 year ago - Stars: 13 - Forks: 5

Axect/Neural_Hamilton

Official implementation of the paper "Neural Hamilton: Can A.I. Understand Hamiltonian Mechanics?"

Language: Python - Size: 352 KB - Last synced at: 4 days ago - Pushed at: 4 days ago - Stars: 12 - Forks: 0

ccr-cheng/InfGCN-pytorch

Official implementation of the NeurIPS 23 spotlight paper of ♾️InfGCN♾️.

Language: Jupyter Notebook - Size: 587 KB - Last synced at: 6 months ago - Pushed at: over 1 year ago - Stars: 11 - Forks: 3

nickhnelsen/random-features-banach

Code for the paper "The Random Feature Model for Input-Output Maps between Banach Spaces" (SIREV SIGEST 2024, SISC 2021)

Language: Python - Size: 19.7 MB - Last synced at: 2 months ago - Pushed at: 10 months ago - Stars: 10 - Forks: 1

lishiqianhugh/GlobalTomo

The first global synthetic dataset for physics-ML seismic wavefield modeling and full-waveform inversion

Language: Python - Size: 4.96 MB - Last synced at: 11 months ago - Pushed at: 11 months ago - Stars: 7 - Forks: 0

optray/PIANO

This repository contains the code for the paper: Deciphering and integrating invariants for neural operator learning with various physical mechanisms, National Science Review, 2024

Language: Python - Size: 29.3 KB - Last synced at: about 1 year ago - Pushed at: about 1 year ago - Stars: 5 - Forks: 0

nickhnelsen/error-bounds-for-vvRF

Code for the paper ``Error Bounds for Learning with Vector-Valued Random Features'' (NeurIPS 2023, Spotlight)

Language: Python - Size: 76.2 KB - Last synced at: 2 months ago - Pushed at: 10 months ago - Stars: 3 - Forks: 0

vsingh-group/oinr

Code for ICML 24 paper "Implicit Representations via Operator Learning"

Language: Python - Size: 5.88 MB - Last synced at: 11 months ago - Pushed at: 11 months ago - Stars: 2 - Forks: 0

JakobEliasWagner/NeuralOperators

Neural Operators with Applications to the Helmholtz Equation

Language: Python - Size: 263 MB - Last synced at: about 1 year ago - Pushed at: about 1 year ago - Stars: 2 - Forks: 1

NicolaiLassen/no-pytorch

Implementation of neural operator papers in PyTorch for easier usage. Achieve SOTA in PDE prediction.

Language: Python - Size: 314 KB - Last synced at: almost 2 years ago - Pushed at: almost 3 years ago - Stars: 2 - Forks: 0

luke-a-thompson/ATOM

ATOM: A Pretrained Neural Operator for Multitask Dynamics Learning

Language: Python - Size: 9.76 MB - Last synced at: 6 days ago - Pushed at: 23 days ago - Stars: 0 - Forks: 0

NekkittAY/DMD-Neural-Operator

DMD Neural Operator - A neural operator using DMD analysis to approximate the PDEs

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TheoBourdais/ModelAggregation

Official repository for the model aggregation paper

Language: Jupyter Notebook - Size: 103 MB - Last synced at: 9 months ago - Pushed at: 9 months ago - Stars: 0 - Forks: 0

nimahsn/neuraloperators_jax

Neural Operators implemented with JAX and Equinox

Language: Python - Size: 71.3 KB - Last synced at: 10 months ago - Pushed at: 10 months ago - Stars: 0 - Forks: 0

thomasXwang/flame-ai-challenge

Submission to the Stanford FLAME AI 2023 - ML Challenge

Language: Jupyter Notebook - Size: 37.8 MB - Last synced at: about 1 year ago - Pushed at: about 1 year ago - Stars: 0 - Forks: 0

Axect/Pomelo

Positron's Milky Way Energy Loss using Operator learning

Size: 1000 Bytes - Last synced at: 6 days ago - Pushed at: about 1 year ago - Stars: 0 - Forks: 0