no code implementations • 31 Mar 2020 • Congzheng Song, Ananth Raghunathan
We demonstrate that embeddings, in addition to encoding generic semantics, often also present a vector that leaks sensitive information about the input data.
no code implementations • 8 Aug 2019 • Úlfar Erlingsson, Ilya Mironov, Ananth Raghunathan, Shuang Song
Instead, the definitions so named are the basis of refinements and more advanced analyses of the worst-case implications of attackers---without any change assumed in attackers' powers.
no code implementations • 29 Nov 2018 • Úlfar Erlingsson, Vitaly Feldman, Ilya Mironov, Ananth Raghunathan, Kunal Talwar, Abhradeep Thakurta
We study the collection of such statistics in the local differential privacy (LDP) model, and describe an algorithm whose privacy cost is polylogarithmic in the number of changes to a user's value.
3 code implementations • ICLR 2018 • Nicolas Papernot, Shuang Song, Ilya Mironov, Ananth Raghunathan, Kunal Talwar, Úlfar Erlingsson
Models and examples built with TensorFlow