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Apr, 2024
离群数据:对抗样本的熟悉——综述
Out-of-Distribution Data: An Acquaintance of Adversarial Examples -- A Survey
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Naveen Karunanayake, Ravin Gunawardena, Suranga Seneviratne, Sanjay Chawla
TL;DR
深度神经网络在现实应用中会遇到来自分布失真和对抗性攻击的数据,本综述聚焦于这两个领域的交叉研究,探讨如何通过鲁棒的分布失真检测和统一的鲁棒性进行对抗性攻击和对分布失真数据的健壮处理。
Abstract
deep neural networks
(DNNs) deployed in real-world applications can encounter out-of-distribution (OOD) data and
adversarial examples
. These represent distinct forms of distributional shifts that can significantl
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