193 citations · 535 across the 22 of their papers we have counts for
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stat.ML2021★ 23 cited
Dataset Inference: Ownership Resolution in Machine Learning
Pratyush Maini, Mohammad Yaghini, Nicolas Papernot
With increasingly more data and computation involved in their training, machine learning models constitute valuable intellectual property. This has spurred interest in model steali…
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…