1.5k citations · 3.3k across the 15 of their papers we have counts for
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stat.ML2016★ 185 cited
Semi-supervised Knowledge Transfer for Deep Learning from Private Training Data
Nicolas Papernot, Martín Abadi, Úlfar Erlingsson +2
Some machine learning applications involve training data that is sensitive, such as the medical histories of patients in a clinical trial. A model may inadvertently and implicitly…
cs.CR2016★ 5 cited
Data-driven software security: Models and methods
Úlfar Erlingsson
For computer software, our security models, policies, mechanisms, and means of assurance were primarily conceived and developed before the end of the 1970's. However, since that ti…