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 # JAX-SPH: A Differentiable Smoothed Particle Hydrodynamics Framework
 
-![HT_T.gif](https://s9.gifyu.com/images/SUwUD.gif)
+<div align="center">
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+[![Paper](http://img.shields.io/badge/paper-arxiv.2403.04750-B31B1B.svg)](https://arxiv.org/abs/2403.04750)
+[![Docs](https://img.shields.io/readthedocs/jax-sph/latest)](https://jax-sph.readthedocs.io/en/latest/index.html)
+[![PyPI - Version](https://img.shields.io/pypi/v/jax-sph)](https://pypi.org/project/jax-sph/)
+[![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/tumaer/jax-sph/blob/main/notebooks/tutorial.ipynb)
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+[![Tests](https://github.com/tumaer/jax-sph/actions/workflows/tests.yml/badge.svg)](https://github.com/tumaer/jax-sph/actions/workflows/tests.yml)
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+[![License](https://img.shields.io/pypi/l/jax-sph)](https://github.com/tumaer/jax-sph/blob/main/LICENSE)
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+</div>
 
 JAX-SPH [(Toshev et al., 2024)](https://arxiv.org/abs/2403.04750) is a modular JAX-based weakly compressible SPH framework, which implements the following SPH routines:
 - Standard SPH [(Adami et al., 2012)](https://www.sciencedirect.com/science/article/pii/S002199911200229X)
 - Transport velocity SPH [(Adami et al., 2013)](https://www.sciencedirect.com/science/article/pii/S002199911300096X)
 - Riemann SPH [(Zhang et al., 2017)](https://www.sciencedirect.com/science/article/abs/pii/S0021999117300438)
 
+![HT_T.gif](https://s9.gifyu.com/images/SUwUD.gif)
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 ## Installation
 
 ### Standalone library