no code implementations • 7 Oct 2022 • Hanshen Xiao, Jun Wan, Srinivas Devadas
We also introduce a refined gradient clipping method, which can further sharpen the privacy loss in private learning when combined with ModelMix.
no code implementations • 16 Feb 2019 • Hanshen Xiao, Yu Ye, Srinivas Devadas
Privacy concerns with sensitive data are receiving increasing attention.
3 code implementations • 28 Feb 2018 • Sanjit Bhat, David Lu, Albert Kwon, Srinivas Devadas
While the current state-of-the-art attack, which uses deep learning, outperforms prior art with medium to large amounts of data, it attains marginal to no accuracy improvements when both use small amounts of training data.
