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Expand Up @@ -122,22 +122,39 @@ Please see **Section 3.3** of our [paper](https://arxiv.org/pdf/2209.01188.pdf).

Please see our [FAQ](https://github.com/bigscience-workshop/petals/wiki/FAQ:-Frequently-asked-questions#contributing) on contributing.

### 📜 Citation
### 📜 Citations

Alexander Borzunov, Dmitry Baranchuk, Tim Dettmers, Max Ryabinin, Younes Belkada, Artem Chumachenko, Pavel Samygin, and Colin Raffel.
[Petals: Collaborative Inference and Fine-tuning of Large Models.](https://arxiv.org/abs/2209.01188)
_arXiv preprint arXiv:2209.01188,_ 2022.
_Proceedings of the 61st Annual Meeting of the Association for Computational Linguistics (Volume 3: System Demonstrations)._ 2023.

```bibtex
@article{borzunov2022petals,
@inproceedings{borzunov2023petals,
title = {Petals: Collaborative Inference and Fine-tuning of Large Models},
author = {Borzunov, Alexander and Baranchuk, Dmitry and Dettmers, Tim and Ryabinin, Max and Belkada, Younes and Chumachenko, Artem and Samygin, Pavel and Raffel, Colin},
journal = {arXiv preprint arXiv:2209.01188},
year = {2022},
author = {Borzunov, Alexander and Baranchuk, Dmitry and Dettmers, Tim and Riabinin, Maksim and Belkada, Younes and Chumachenko, Artem and Samygin, Pavel and Raffel, Colin},
booktitle = {Proceedings of the 61st Annual Meeting of the Association for Computational Linguistics (Volume 3: System Demonstrations)},
pages = {558--568},
year = {2023},
url = {https://arxiv.org/abs/2209.01188}
}
```

Alexander Borzunov, Max Ryabinin, Artem Chumachenko, Dmitry Baranchuk, Tim Dettmers, Younes Belkada, Pavel Samygin, and Colin Raffel.
[Distributed inference and fine-tuning of large language models over the Internet.](https://arxiv.org/abs/2312.08361)
_Advances in Neural Information Processing Systems_ 36 (2024).

```bibtex
@inproceedings{borzunov2023distributed,
title = {Distributed inference and fine-tuning of large language models over the {I}nternet},
author = {Borzunov, Alexander and Ryabinin, Max and Chumachenko, Artem and Baranchuk, Dmitry and Dettmers, Tim and Belkada, Younes and Samygin, Pavel and Raffel, Colin},
booktitle = {Advances in Neural Information Processing Systems},
volume = {36},
pages = {12312--12331},
year = {2023},
url = {https://arxiv.org/abs/2312.08361}
}
```

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