193 citations · 341 across the 10 of their papers we have counts for
Showing 2016 · cs.CRShow all
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cs.CR2016★ 193 cited
Towards the Science of Security and Privacy in Machine Learning
Nicolas Papernot, Patrick McDaniel, Arunesh Sinha +1
Advances in machine learning (ML) in recent years have enabled a dizzying array of applications such as data analytics, autonomous systems, and security diagnostics. ML is now perv…
cs.CR2016★ 58 cited
On the Effectiveness of Defensive Distillation
Nicolas Papernot, Patrick McDaniel
We report experimental results indicating that defensive distillation successfully mitigates adversarial samples crafted using the fast gradient sign method, in addition to those c…