Web: http://arxiv.org/abs/2009.09560

Jan. 27, 2022, 2:10 a.m. | Xiaoyong Yuan, Leah Ding, Lan Zhang, Xiaolin Li, Dapeng Wu

cs.CV updates on arXiv.org arxiv.org

Deep neural networks (DNNs) have become the essential components for various
commercialized machine learning services, such as Machine Learning as a Service
(MLaaS). Recent studies show that machine learning services face severe privacy
threats - well-trained DNNs owned by MLaaS providers can be stolen through
public APIs, namely model stealing attacks. However, most existing works
undervalued the impact of such attacks, where a successful attack has to
acquire confidential training data or auxiliary data regarding the victim DNN.
In this …

arxiv cv data deep model networks neural neural networks

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