BriefGPT.xyz
Aug, 2020
似然性景观:许多对抗性防御背后的统一原则
Likelihood Landscapes: A Unifying Principle Behind Many Adversarial Defenses
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Fu Lin, Rohit Mittapalli, Prithvijit Chattopadhyay, Daniel Bolya, Judy Hoffman
TL;DR
探究防御技术对卷积神经网络中似然地形的影响，发现其中的某些防御技术会使地形变平，进一步探索直接面向平坦的地形进行对抗鲁棒性的规范化。
Abstract
convolutional neural networks
have been shown to be vulnerable to
adversarial examples
, which are known to locate in subspaces close to where normal data lies but are not naturally occurring and of low probabilit
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