Washing The Unwashable : On The (Im)possibility of Fairwashing Detection. - Ali Shahin Shamsabadi; Mohammad Yaghini; Natalie Dullerud; Sierra Calanda Wyllie; Ulrich Aïvodji; Aisha Alaagib; Sébastien Gambs; Nicolas Papernot (NeurIPS, 2022)

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 012; Adrian Weller (ICLR, 2023)

Fairness Feedback Loops: Training on Synthetic Data Amplifies Bias. - Sierra Calanda Wyllie; Ilia Shumailov; Nicolas Papernot (FAccT, 2024)

Backdoor Detection Through Replicated Execution of Outsourced Training. - Hengrui Jia 001; Sierra Calanda Wyllie; Akram Bin Sediq; Ahmed Ibrahim; Nicolas Papernot (SaTML, 2025)