243 citations · 261 across the 5 of their papers we have counts for
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cs.CR2022★ 3 cited
DynaMarks: Defending Against Deep Learning Model Extraction Using Dynamic Watermarking
Abhishek Chakraborty, Daniel Xing, Yuntao Liu +1
The functionality of a deep learning (DL) model can be stolen via model extraction where an attacker obtains a surrogate model by utilizing the responses from a prediction API of t…
cs.CR2017★ 243 cited
Neural Trojans
Yuntao Liu, Yang Xie, Ankur Srivastava
While neural networks demonstrate stronger capabilities in pattern recognition nowadays, they are also becoming larger and deeper. As a result, the effort needed to train a network…