Publications

2026

1. Preprint

   

   Reliable Estimation of Differential Privacy under Selection Bias

   Valentin Dorseuil, Meenatchi Sundaram Muthu Selva Annamalai, Jamal Atif, Olivier Cappé, and Nicolas Papernot

   arXiv preprint, 2026

   arXiv Bib PDF

   @article{dorseuil2026ReliableEstimation,
     title = {Reliable Estimation of Differential Privacy under Selection Bias},
     author = {Dorseuil, Valentin and Annamalai, Meenatchi Sundaram Muthu Selva and Atif, Jamal and Cappé, Olivier and Papernot, Nicolas},
     year = {2026},
     archiveprefix = {arXiv},
     journal = {arXiv preprint},
     url = {https://arxiv.org/abs/2610.27021},
   }

2. Preprint

   

   Detectability without Interference: Efficient Canary Design for Privacy Auditing in One Run

   Mathieu Dagérou, Valentin Dorseuil, Mohammad Yaghini, Nicolas Papernot, and Aurélien Bellet

   arXiv preprint, 2026

   arXiv Bib PDF

   @article{dagreou2026DetectabilityWithoutInterference,
     title = {Detectability without Interference: Efficient Canary Design for Privacy Auditing in One Run},
     author = {Dagérou, Mathieu and Dorseuil, Valentin and Yaghini, Mohammad and Papernot, Nicolas and Bellet, Aurélien},
     year = {2026},
     archiveprefix = {arXiv},
     journal = {arXiv preprint},
     primaryclass = {cs.LG},
     url = {https://arxiv.org/abs/2605.27292},
   }

3. NeurIPS

   

   Assessing Per-Sample Membership Inference Vulnerability without Retraining

   Valentin Dorseuil, Jamal Atif, and Olivier Cappé

   In Advances in Neural Information Processing Systems (NeurIPS), 2026

   arXiv Bib PDF Poster

   @inproceedings{dorseuil2026AssessingPerSample,
     title = {Assessing Per-Sample Membership Inference Vulnerability without Retraining},
     author = {Dorseuil, Valentin and Atif, Jamal and Cappé, Olivier},
     year = {2026},
     booktitle = {Advances in Neural Information Processing Systems (NeurIPS)},
     url = {https://arxiv.org/abs/2602.15919},
   }