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readme #115

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16 changes: 10 additions & 6 deletions README.md
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Expand Up @@ -21,21 +21,25 @@ Source Code (MIT): [https://github.com/PerformanceEstimation/PEPit](https://gith

This code comes jointly with the following [`reference`](https://arxiv.org/pdf/2201.04040.pdf):

B. Goujaud, C. Moucer, F. Glineur, J. Hendrickx, A. Taylor, A. Dieuleveut (2022).
B. Goujaud, C. Moucer, F. Glineur, J. Hendrickx, A. Taylor, A. Dieuleveut.
"PEPit: computer-assisted worst-case analyses of first-order optimization methods in Python."
Math. Prog. Comp. 16, 337–367 (2024). https://doi.org/10.1007/s12532-024-00259-7

When using the toolbox in a project, please refer to this note via this Bibtex entry:
When using the toolbox in a project, please refer to the Bibtex entry:

```bibtex
@article{pepit2022,
@article{pepit2024,
title={{PEPit}: computer-assisted worst-case analyses of first-order optimization methods in {P}ython},
author={Goujaud, Baptiste and Moucer, C\'eline and Glineur, Fran\c{c}ois and Hendrickx, Julien and Taylor, Adrien and Dieuleveut, Aymeric},
journal={arXiv preprint arXiv:2201.04040},
year={2022}
journal={Math.~Prog.~Comp.},
volume={16},
pages={337–367},
year={2024},
publisher={Springer},
doi={https://doi.org/10.1007/s12532-024-00259-7}
}
```


## Demo [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/PerformanceEstimation/PEPit/blob/master/ressources/demo/PEPit_demo.ipynb)


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