DeepONets, (Fourier) Neural Operators, Physics-Informed Neural Operators, and more in Julia

Starter kit for legendary models

Stochastic Optimization, Learning, Uncertainty and Sampling

Global glacier model using Universal Differential Equations for climate-glacier interactions

Darcy flow and reservoir simulator based on Jutul.jl

A multi-dimensional, high performance deconvolution framework written in Julia Lang for CPUs and GPUs.

The automatically differentiable and GPU-compatible toolkit for CMB analysis.

Experimental framework for automatic differentiation finite-volume simulators

Methods for computational information geometry

Effortless Bayesian Deep Learning through Laplace Approximation for Flux.jl neural networks.

Unitful and differentiable gravitational N-body simulation code in Julia

A turbulence-convection single column model cloud parameterization.

Feynman's variational path-integral model for the Fröhlich polaron. Calculates temperature dependent polaron mobilities, and other polaron observables.

A package to calibrate atmospheric turbulence and convection parameterizations using gradient-free ensemble Kalman methods

General Relativistic Orbital Dynamics in Julia

MeshGraphNets.jl is a software package for the Julia programming language that provides an implementation of the MeshGraphNets framework by Google DeepMind for simulating mesh-based physical systems via graph neural networks.

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Modern Hopfield layer implementations in Julia

Tools for general Tight Binding systems

JutulDarcyRules: ChainRules extension to Jutul and JutulDarcy

Operator layers for Flux.jl that allow for the construction of Neural Operator models by using Flux's API. Useful for discretization-independent spatio-temporal ML models.

Modular random feature approximation in Julia

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GraphNetCore.jl is a software package for the Julia programming language that provides an the core functionality of the MeshGraphNets.jl package. Some parts are based on the implementation of the MeshGraphNets framework by Google DeepMind for simulating mesh-based physical systems via graph neural networks.

Parsers and processing for geoenergy data file formats in Julia.

Battery modelling using Jutul.jl and BattMo in MRST

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Compute the nearest correlation matrix using a pure Julia implementation

Benchmark BLAS Libraries

Thin-plate splines in Julia

Package for solving generalized BdG mean field theory of interacting systems.

Simulate multivariate distributions with arbitrary marginals.

Matrix Product Belief Propagation

This julia package addresses the membership problem for local polytopes: it constructs Bell inequalities and local models in multipartite Bell scenarios with binary outcomes.

Benchmark BLAS libraries on GPUs

A Julia package for Bayesian quantum state tomography

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Library for performing spectroscopic analysis in Julia

Builder of the three-body decay model using cascade approach

Fast and flexible glacier ice flow models