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fix readme
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CarloLucibello committed Nov 3, 2024
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<img align="right" width="300px" src="https://raw.githubusercontent.com/GraphNeuralNetworks/GraphNeuralNetworks.jl/master/GraphNeuralNetworks/docs/src/assets/logo.svg">
<img align="right" width="300px" src="https://raw.githubusercontent.com/JuliaGraphs/GraphNeuralNetworks.jl/master/GraphNeuralNetworks/docs/src/assets/logo.svg">


# GraphNeuralNetworks.jl

[![](https://img.shields.io/badge/docs-stable-blue.svg)](https://GraphNeuralNetworks.github.io/GraphNeuralNetworks.jl/stable)
[![](https://img.shields.io/badge/docs-dev-blue.svg)](https://GraphNeuralNetworks.github.io/GraphNeuralNetworks.jl/dev)
![](https://github.com/GraphNeuralNetworks/GraphNeuralNetworks.jl/actions/workflows/ci.yml/badge.svg)
[![codecov](https://codecov.io/gh/GraphNeuralNetworks/GraphNeuralNetworks.jl/branch/master/graph/badge.svg)](https://codecov.io/gh/GraphNeuralNetworks/GraphNeuralNetworks.jl)
[![](https://img.shields.io/badge/docs-stable-blue.svg)](https://JuliaGraphs.github.io/GraphNeuralNetworks.jl/stable)
[![](https://img.shields.io/badge/docs-dev-blue.svg)](https://JuliaGraphs.github.io/GraphNeuralNetworks.jl/dev)
![](https://github.com/JuliaGraphs/GraphNeuralNetworks.jl/actions/workflows/ci.yml/badge.svg)
[![codecov](https://codecov.io/gh/JuliaGraphs/GraphNeuralNetworks.jl/branch/master/graph/badge.svg)](https://codecov.io/gh/JuliaGraphs/GraphNeuralNetworks.jl)


GraphNeuralNetworks.jl is a graph neural network library written in Julia and based on the deep learning framework [Flux.jl](https://github.com/FluxML/Flux.jl).
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* Easy to define custom layers.
* CUDA support.
* Integration with [Graphs.jl](https://github.com/JuliaGraphs/Graphs.jl).
* [Examples](https://github.com/GraphNeuralNetworks/GraphNeuralNetworks.jl/tree/master/examples) of node, edge, and graph level machine learning tasks.
* [Examples](https://github.com/JuliaGraphs/GraphNeuralNetworks.jl/tree/master/examples) of node, edge, and graph level machine learning tasks.
* Heterogeneous and temporal graphs.

## Installation
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## Usage

Usage examples can be found in the [examples](https://github.com/GraphNeuralNetworks/GraphNeuralNetworks.jl/tree/master/examples) and in the [notebooks](https://github.com/GraphNeuralNetworks/GraphNeuralNetworks.jl/tree/master/notebooks) folder. Also, make sure to read the [documentation](https://GraphNeuralNetworks.github.io/GraphNeuralNetworks.jl/dev) for a comprehensive introduction to the library.
Usage examples can be found in the [examples](https://github.com/JuliaGraphs/GraphNeuralNetworks.jl/tree/master/examples) and in the [notebooks](https://github.com/JuliaGraphs/GraphNeuralNetworks.jl/tree/master/notebooks) folder. Also, make sure to read the [documentation](https://JuliaGraphs.github.io/GraphNeuralNetworks.jl/dev) for a comprehensive introduction to the library.


## Citing
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author = {Carlo Lucibello and other contributors},
title = {GraphNeuralNetworks.jl: a geometric deep learning library for the Julia programming language},
year = 2021,
url = {https://github.com/GraphNeuralNetworks/GraphNeuralNetworks.jl}
url = {https://github.com/JuliaGraphs/GraphNeuralNetworks.jl}
}
```

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