IM
Ilya Mironov
cs.CRcs.LGstat.MLcs.AIcs.DScs.DCcs.CYcs.DBcs.IRcs.SI
On Valency
published · living versionsW_jwub4t5w·v1 · currentpublished
Deep Learning with Differential Privacy
with Martín Abadi, Andy Chu, Ian Goodfellow, H. Brendan McMahan +2
1 version
Preprints & journals
23 papers in the corpus · 2012–2026LogAct: Enabling Agentic Reliability via Shared Logs2604.07988v1 · Mahesh Balakrishnan, Ashwin Bharambe, Davide Testuggine et al.2026 · 0 citationsarXiv
Green Federated Learning2303.14604v2 · Ashkan Yousefpour, Shen Guo, Ashish Shenoy et al.2023 · 16 citationsarXiv
Opacus: User-Friendly Differential Privacy Library in PyTorch2109.12298v4 · Ashkan Yousefpour, Igor Shilov, Alexandre Sablayrolles et al.2021 · 23 citationsarXiv
Reconciling Security and Communication Efficiency in Federated Learning2207.12779v1 · Karthik Prasad, Sayan Ghosh, Graham Cormode et al.2022 · 4 citationsarXiv
FEL: High Capacity Learning for Recommendation and Ranking via Federated Ensemble Learning2206.03852v1 · Meisam Hejazinia, Dzmitry Huba, Ilias Leontiadis et al.2022 · 3 citationsarXiv
Defending against Reconstruction Attacks with R\'enyi Differential Privacy2202.07623v1 · Pierre Stock, Igor Shilov, Ilya Mironov et al.2022 · 3 citationsarXiv
Antipodes of Label Differential Privacy: PATE and ALIBI2106.03408v2 · Mani Malek, Ilya Mironov, Karthik Prasad et al.2021 · 11 citationsarXiv
Wide Network Learning with Differential Privacy2103.01294v3 · Huanyu Zhang, Ilya Mironov, Meisam Hejazinia2021 · 9 citationsarXiv
Amplification by Shuffling: From Local to Central Differential Privacy via Anonymity1811.12469v2 · 'Ulfar Erlingsson, Vitaly Feldman, Ilya Mironov et al.2018 · 278 citationsarXiv
Cryptanalytic Extraction of Neural Network Models2003.04884v2 · Nicholas Carlini, Matthew Jagielski, Ilya Mironov2020 · 109 citationsarXiv
That which we call private1908.03566v2 · 'Ulfar Erlingsson, Ilya Mironov, Ananth Raghunathan et al.2019 · 15 citationsarXiv
Encode, Shuffle, Analyze Privacy Revisited: Formalizations and Empirical Evaluation2001.03618v1 · 'Ulfar Erlingsson, Vitaly Feldman, Ilya Mironov et al.2020 · 35 citationsarXiv
R\'enyi Differential Privacy of the Sampled Gaussian Mechanism1908.10530v1 · Ilya Mironov, Kunal Talwar, Li Zhang2019 · 83 citationsarXiv
A General Approach to Adding Differential Privacy to Iterative Training Procedures1812.06210v2 · H. Brendan McMahan, Galen Andrew, Ulfar Erlingsson et al.2018 · 123 citationsarXiv
Deep Learning with Differential Privacy1607.00133v2 · Mart'in Abadi, Andy Chu, Ian Goodfellow et al.2016 · 6,377 citationsProceedings of the 2016 ACM SIGSAC Conference on Computer and Communications Security (ACM CCS), pp. 308-318, 2016on Valency
Prochlo: Strong Privacy for Analytics in the Crowd1710.00901v1 · Andrea Bittau, 'Ulfar Erlingsson, Petros Maniatis et al.2017 · 14 citationsProceedings of the 26th Symposium on Operating Systems Principles (SOSP), pp. 441-459, 2017
Renyi Differential Privacy1702.07476v3 · Ilya Mironov2017 · 1,207 citationsProceedings of IEEE 30th Computer Security Foundations Symposium CSF 2017, pages 263-275, IEEE, Aug 2017
On the Protection of Private Information in Machine Learning Systems: Two Recent Approaches1708.08022v1 · Mart'in Abadi, 'Ulfar Erlingsson, Ian Goodfellow et al.2017 · 41 citationsIEEE 30th Computer Security Foundations Symposium (CSF), pages 1--6, 2017
Privacy Amplification by Iteration1808.06651v2 · Vitaly Feldman, Ilya Mironov, Kunal Talwar et al.2018 · 118 citationsarXiv
Hard Instances of the Constrained Discrete Logarithm Problemmath/0606771v2 · Ilya Mironov, Anton Mityagin, Kobbi Nissim2006 · 6 citationsIn proceedings of 7th Algorithmic Number Theory Symposium (ANTS VII), pages 582--598, 2006
Privacy via the Johnson-Lindenstrauss Transform1204.2606v1 · Krishnaram Kenthapadi, Aleksandra Korolova, Ilya Mironov et al.2012 · 108 citationsJournal of Privacy and Confidentiality, Volume 5, Issue 1, Pages 39-71, 2013
Scalable Private Learning with PATE1802.08908v1 · Nicolas Papernot, Shuang Song, Ilya Mironov et al.2018 · 321 citationsarXiv
Oblivious Stash Shuffle1709.07553v2 · Petros Maniatis, Ilya Mironov, Kunal Talwar2017 · 0 citationsarXiv
Career total: 78 works. 23 are in this corpus.
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