no code implementations • 12 Dec 2023 • Swanand Ravindra Kadhe, Anisa Halimi, Ambrish Rawat, Nathalie Baracaldo
We evaluate the performance-fairness trade-off for SISA, and empirically demsontrate that SISA can indeed reduce fairness in LLMs.
no code implementations • 4 Feb 2023 • Abdullah Caglar Oksuz, Anisa Halimi, Erman Ayday
We have evaluated the performance of AUTOLYCUS on 5 machine learning datasets, in terms of the surrogate model's accuracy and its similarity to the target model.
1 code implementation • 12 Jul 2022 • Anisa Halimi, Swanand Kadhe, Ambrish Rawat, Nathalie Baracaldo
With privacy legislation empowering the users with the right to be forgotten, it has become essential to make a model amenable for forgetting some of its training data.