论文标题
重新访问自动编码器在对抗设置中的作用
Revisiting Role of Autoencoders in Adversarial Settings
论文作者
论文摘要
为了打击对抗攻击，自动编码器结构被广泛用于执行deNOSISIS，这被视为梯度掩盖。在本文中，我们重新审视了自动编码器在对抗环境中的作用。通过全面的实验结果和分析，本文介绍了自动编码器中对抗性鲁棒性的固有特性。我们还发现，自动编码器可能会使用稳健的功能，从而引起固有的对抗性鲁棒性。我们认为，我们发现自动编码器的对抗性鲁棒性可以为对抗性防御的未来研究和应用提供线索。
To combat against adversarial attacks, autoencoder structure is widely used to perform denoising which is regarded as gradient masking. In this paper, we revisit the role of autoencoders in adversarial settings. Through the comprehensive experimental results and analysis, this paper presents the inherent property of adversarial robustness in the autoencoders. We also found that autoencoders may use robust features that cause inherent adversarial robustness. We believe that our discovery of the adversarial robustness of the autoencoders can provide clues to the future research and applications for adversarial defense.
