网站指纹对抗性防御技术综述
Overview of Website Fingerprint Adversarial Defense Technology
王彬沣1
作者信息
- 1. 陆军工程大学指挥控制工程学院,江苏 210007
- 折叠
摘要
阐述网站指纹攻击与防御技术的发展过程,介绍针对深度学习的网站指纹攻击的防御措施.其中对抗性防御包括对抗性示例、对抗性扰动、对抗性补丁和生成对抗网络,这些技术的不断发展提升防御成功率并减少了网络开销.分析网站指纹防御领域存在的问题与挑战,提出未来的研究方向.
Abstract
This paper describes the development process of website fingerprint attacks and defense technologies,and introduces defense measures against deep learning based website fingerprint attacks.Adversarial defense includes adversarial examples,adversarial perturbations,adversarial patches,and generative adversarial networks.The continuous development of these technologies improves the success rate of defense and reduces network overhead.It analyzes the problems and challenges in the field of website fingerprint defense and proposes future research directions.
关键词
网络指纹攻击/网络指纹防御/深度学习/对抗性防御Key words
network fingerprint attack/network fingerprint defense/deep learning/adversarial defense引用本文复制引用
出版年
2024
NETL
NSTL
万方数据