Ilya Mironov
RESEARCH SCIENTIST | MENLO PARK, UNITED STATES
Ilya is a Research Scientist at Facebook AI, currently working on privacy-preserving machine learning with a particular focus on differential privacy. Previously, he worked in Google Brain (2015–2019) and Microsoft Research Silicon Valley (2003–2014). He holds a Ph.D. in cryptography from Stanford.
Research Areas
Ilya's Work
Ilya's Publications
April 26, 2023
CORE MACHINE LEARNING
SYSTEMS RESEARCH
Green Federated Learning
Ashkan Yousefpour, Shen Guo, Ashish Shenoy, Sayan Ghosh, Pierre Stock, Kiwan Maeng, Schalk Krüger, Mike Rabbat, Carole-Jean Wu, Ilya Mironov
April 26, 2023
August 08, 2022
RESEARCH
CORE MACHINE LEARNING
Opacus: User-Friendly Differential Privacy Library in PyTorch
Ashkan Yousefpour, Akash Bharadwaj, Alex Sablayrolles, Graham Cormode, Igor Shilov, Ilya Mironov, Jessica Zhao, John Nguyen, Karthik Prasad, Mani Malek, Sayan Ghosh
August 08, 2022
October 29, 2021
ML APPLICATIONS
Antipodes of Label Differential Privacy: PATE and ALIBI
Mani Malek, Ilya Mironov, Karthik Prasad, Igor Shilov, Florian Tramer
October 29, 2021
Foundational models
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