1. Deep Learning with Differential Privacy
2. Differential privacy has disparate impact on model accuracy;Bagdasaryan Eugene;Advances in Neural Information Processing Systems,2019
3. DP-Sniper: Black-Box Discovery of Differential Privacy Violations using Classifiers
4. Lucas Bourtoule , Varun Chandrasekaran , Christopher A Choquette-choo, Hengrui Jia , Adelin Travers , Baiwu Zhang , David Lie , and Nicolas Papernot . 2021 . Machine Unlearning. In IEEE Symposium of Security and Privacy. Lucas Bourtoule, Varun Chandrasekaran, Christopher A Choquette-choo, Hengrui Jia, Adelin Travers, Baiwu Zhang, David Lie, and Nicolas Papernot. 2021. Machine Unlearning. In IEEE Symposium of Security and Privacy.
5. Jonathan Brophy and Daniel Lowd . 2021 . Machine Unlearning for Random Forests . In Proceedings of the 38th International Conference on Machine Learning (Proceedings of Machine Learning Research , Vol. 139), , Marina Meila and Tong Zhang (Eds.). PMLR, 1092-- 1104 . https://proceedings.mlr.press/v139/brophy21a.html Jonathan Brophy and Daniel Lowd. 2021. Machine Unlearning for Random Forests. In Proceedings of the 38th International Conference on Machine Learning (Proceedings of Machine Learning Research, Vol. 139), , Marina Meila and Tong Zhang (Eds.). PMLR, 1092--1104. https://proceedings.mlr.press/v139/brophy21a.html