Sierra Wyllie

Engineering Science student

Email

Papers

1. Backdoor Detection through Duplicated Execution of Outsourced Training
   Hengrui Jia, Sierra Wyllie, Akram Bin Sediq, Ahmed A. Ibrahim, Nicolas Papernot
   In Proceedings of the 3rd IEEE Conference on Secure and Trustworthy Machine Learning

   BibTeX

   @inproceedings{hengrui2025backdoorconference,
     author = {Jia, Hengrui and Wyllie, Sierra and Sediq, Akram Bin and Ibrahim, Ahmed A. and Papernot, Nicolas},
     booktitle = {Proceedings of the 3rd IEEE Conference on Secure and Trustworthy Machine Learning},
     title = {Backdoor Detection through Duplicated Execution of Outsourced Training},
     year = {2025}
   }
   

2. Fairness Feedback Loops: Training on Synthetic Data Amplifies Bias
   Sierra Calanda Wyllie, Ilia Shumailov, Nicolas Papernot
   In Proceedings of the 2024 ACM Conference on Fairness, Accountability, and Transparency

   Paper BibTeX

   @inproceedings{sierra2024fairnessconference,
     author = {Wyllie, Sierra Calanda and Shumailov, Ilia and Papernot, Nicolas},
     booktitle = {Proceedings of the 2024 ACM Conference on Fairness, Accountability, and Transparency},
     title = {Fairness Feedback Loops: Training on Synthetic Data Amplifies Bias},
     year = {2024}
   }
   

3. Confidential-PROFITT: Confidential PROof of FaIr Training of Trees
   Ali Shahin Shamsabadi, Sierra Calanda Wyllie, Nicholas Franzese, Natalie Dullerud, Sébastien Gambs, Nicolas Papernot, Xiao Wang, Adrian Weller
   In Proceedings of the 11th International Conference on Learning Representations

   Paper BibTeX

   @inproceedings{ali2023confidentialprofittoral,
     author = {Shamsabadi, Ali Shahin and Wyllie, Sierra Calanda and Franzese, Nicholas and Dullerud, Natalie and Gambs, Sébastien and Papernot, Nicolas and Wang, Xiao and Weller, Adrian},
     booktitle = {Proceedings of the 11th International Conference on Learning Representations},
     title = {Confidential-PROFITT: Confidential PROof of FaIr Training of Trees},
     year = {2023}
   }
   

4. Washing The Unwashable: On The (Im)possibility of Fairwashing Detection
   Ali Shahin Shamsabadi, Mohammad Yaghini, Natalie Dullerud, Sierra Wyllie, Ulrich Aïvodji, Aisha Alaagib Alryeh Mkean, Sébastien Gambs, Nicolas Papernot
   In Proceedings of the 36th Conference on Neural Information Processing Systems

   Paper BibTeX

   @inproceedings{ali2022washingconference,
     author = {Shamsabadi, Ali Shahin and Yaghini, Mohammad and Dullerud, Natalie and Wyllie, Sierra and Aïvodji, Ulrich and Mkean, Aisha Alaagib Alryeh and Gambs, Sébastien and Papernot, Nicolas},
     booktitle = {Proceedings of the 36th Conference on Neural Information Processing Systems},
     title = {Washing The Unwashable: On The (Im)possibility of Fairwashing Detection},
     year = {2022}
   }