1. Deep Learning with Differential Privacy
2. Victor Balcer and Albert Cheu . 2020 . Separating Local & Shuffled Differential Privacy via Histograms . In 1st Conference on Information-Theoretic Cryptography, ITC 2020 , June 17 --19 , 2020, Boston, MA, USA (LIPIcs, Vol. 163), Yael Tauman Kalai, Adam D. Smith, and Daniel Wichs (Eds.). Schloss Dagstuhl - Leibniz-Zentrum für Informatik, 1:1--1: 14 . https://doi.org/10.4230/LIPIcs.ITC.2020.1 Victor Balcer and Albert Cheu. 2020. Separating Local & Shuffled Differential Privacy via Histograms. In 1st Conference on Information-Theoretic Cryptography, ITC 2020, June 17--19, 2020, Boston, MA, USA (LIPIcs, Vol. 163), Yael Tauman Kalai, Adam D. Smith, and Daniel Wichs (Eds.). Schloss Dagstuhl - Leibniz-Zentrum für Informatik, 1:1--1:14. https://doi.org/10.4230/LIPIcs.ITC.2020.1
3. Borja Balle , Gilles Barthe , and Marco Gaboardi . 2018 . Privacy Amplification by Subsampling: Tight Analyses via Couplings and Divergences . In Advances in Neural Information Processing Systems 31: Annual Conference on Neural Information Processing Systems 2018 , NeurIPS 2018, December 3--8, 2018, Montréal, Canada, Samy Bengio, Hanna M. Wallach, Hugo Larochelle, Kristen Grauman, Nicolò Cesa-Bianchi, and Roman Garnett (Eds.). 6280--6290. https://proceedings.neurips.cc/paper/2018/hash/3b5020bb891119b9f5130f1fea9bd773-Abstract.html Borja Balle, Gilles Barthe, and Marco Gaboardi. 2018. Privacy Amplification by Subsampling: Tight Analyses via Couplings and Divergences. In Advances in Neural Information Processing Systems 31: Annual Conference on Neural Information Processing Systems 2018, NeurIPS 2018, December 3--8, 2018, Montréal, Canada, Samy Bengio, Hanna M. Wallach, Hugo Larochelle, Kristen Grauman, Nicolò Cesa-Bianchi, and Roman Garnett (Eds.). 6280--6290. https://proceedings.neurips.cc/paper/2018/hash/3b5020bb891119b9f5130f1fea9bd773-Abstract.html
4. Borja Balle , James Bell , Adrià Gascón , and Kobbi Nissim . 2019 . The Privacy Blanket of the Shuffle Model. In Advances in Cryptology - CRYPTO 2019 - 39th Annual International Cryptology Conference, Santa Barbara, CA, USA, August 18--22, 2019 , Proceedings, Part II (Lecture Notes in Computer Science , Vol. 11693), Alexandra Boldyreva and Daniele Micciancio (Eds.). Springer, 638-- 667 . https://doi.org/10.1007/978--3-030--26951--7_22 Borja Balle, James Bell, Adrià Gascón, and Kobbi Nissim. 2019. The Privacy Blanket of the Shuffle Model. In Advances in Cryptology - CRYPTO 2019 - 39th Annual International Cryptology Conference, Santa Barbara, CA, USA, August 18--22, 2019, Proceedings, Part II (Lecture Notes in Computer Science, Vol. 11693), Alexandra Boldyreva and Daniele Micciancio (Eds.). Springer, 638--667. https://doi.org/10.1007/978--3-030--26951--7_22
5. Borja Balle , Peter Kairouz , Brendan McMahan , Om Dipakbhai Thakkar , and Abhradeep Thakurta . 2020 . Privacy Amplification via Random Check-Ins . In Advances in Neural Information Processing Systems 33: Annual Conference on Neural Information Processing Systems 2020 , NeurIPS 2020, December 6--12, 2020, virtual, Hugo Larochelle, Marc'Aurelio Ranzato, Raia Hadsell, Maria-Florina Balcan, and Hsuan-Tien Lin (Eds.). https://proceedings.neurips.cc/paper/2020/hash/313f422ac583444ba6045cd122653b0e-Abstract.html Borja Balle, Peter Kairouz, Brendan McMahan, Om Dipakbhai Thakkar, and Abhradeep Thakurta. 2020. Privacy Amplification via Random Check-Ins. In Advances in Neural Information Processing Systems 33: Annual Conference on Neural Information Processing Systems 2020, NeurIPS 2020, December 6--12, 2020, virtual, Hugo Larochelle, Marc'Aurelio Ranzato, Raia Hadsell, Maria-Florina Balcan, and Hsuan-Tien Lin (Eds.). https://proceedings.neurips.cc/paper/2020/hash/313f422ac583444ba6045cd122653b0e-Abstract.html