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  The advertising industry lacks a common benchmark to assess the privacy
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  / utility trade-off in private advertising systems. To fill this gap, we
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- are open-sourcing CriteoPrivateAd, the largest real-world anonymised
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  bidding dataset, in terms of number of features. This dataset enables
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  engineers and researchers to:
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@@ -169,8 +169,8 @@ 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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  The advertising industry lacks a common benchmark to assess the privacy
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  / utility trade-off in private advertising systems. To fill this gap, we
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+ are open-sourcing CriteoPrivateAds, the largest real-world anonymised
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  bidding dataset, in terms of number of features. This dataset enables
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  engineers and researchers to:
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  following Bibtex excerpt:
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  ```bibtex
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+ @misc{sebbar2025criteoprivateadsrealworldbiddingdataset,
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+ title={CriteoPrivateAds: 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},