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Fortified Networks: Improving the Robustness of Deep Networks by Modeling the Manifold of Hidden Representations.

arXiv: Machine Learning, (2018)

被引用33|浏览159
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Deep networks have achieved impressive results across a variety of important tasks. However a known weakness is a failure to perform well when evaluated on data which differ from the training distribution, even if these differences are very small, as is the case with adversarial examples. We propose Fortified Networks, a simple transforma...更多

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作者
Anirudh Goyal
Anirudh Goyal
Dmitriy Serdyuk
Dmitriy Serdyuk
Sandeep Subramanian
Sandeep Subramanian
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