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@@ -161,17 +161,21 @@ using.
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  If you use the dataset in your research please cite it using the
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  following Bibtex excerpt:
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  @misc{sebbar2025criteoprivateadrealworldbiddingdataset,
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- title={CriteoPrivateAd: A Real-World Bidding Dataset to Design Private Advertising Systems},
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- author={Mehdi Sebbar and Corentin Odic and Mathieu Léchine and Aloïs Bissuel and Nicolas Chrysanthos and Anthony D'Amato and Alexandre Gilotte and Fabian Höring and Sarah Nogueira and Maxime Vono},
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- year={2025},
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- eprint={2502.12103},
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- archivePrefix={arXiv},
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- primaryClass={cs.CR},
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- url={https://arxiv.org/abs/2502.12103},
 
 
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  }
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  ## Acknowledgment
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  We would like to thank:
 
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  If you use the dataset in your research please cite it using the
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  following Bibtex excerpt:
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+ ```bibtex
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  @misc{sebbar2025criteoprivateadrealworldbiddingdataset,
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+ title={CriteoPrivateAd: A Real-World Bidding Dataset to Design Private Advertising Systems},
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+ author={Mehdi Sebbar and Corentin Odic and Mathieu Léchine and Aloïs Bissuel and
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+ Nicolas Chrysanthos and Anthony D'Amato and Alexandre Gilotte and
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+ Fabian Höring and Sarah Nogueira and Maxime Vono},
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+ year={2025},
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+ eprint={2502.12103},
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+ archivePrefix={arXiv},
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+ primaryClass={cs.CR},
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+ url={https://arxiv.org/abs/2502.12103},
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  }
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+
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  ## Acknowledgment
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  We would like to thank: