幻影:在仿真和模拟中对抗自主网络攻击的网络欺骗行为

IF 1.8 4区 计算机科学 Q3 TELECOMMUNICATIONS
Michael Kouremetis, Dean Lawrence, Ron Alford, Zoe Cheuvront, David Davila, Benjamin Geyer, Trevor Haigh, Ethan Michalak, Rachel Murphy, Gianpaolo Russo
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引用次数: 0

摘要

随着网络对手能力的不断发展,以及人工智能(AI)技术的不断成熟和公开,网络防御者有理由怀疑网络对手何时也会开始使用这些人工智能技术。在这方面,人工智能在网络攻击能力方面的一些有前途(读作:可怕)的领域是搜索、自动规划和强化学习。因此,针对未来人工智能对手的一种可能防御机制就是网络欺骗。为此,在这项工作中,我们介绍并评估了 Mirage,这是一个以仿真和模拟形式展示的实验系统,允许实施和测试新型网络欺骗,旨在对抗使用人工智能搜索和规划能力的网络对手。
本文章由计算机程序翻译,如有差异,请以英文原文为准。

Mirage: cyber deception against autonomous cyber attacks in emulation and simulation

Mirage: cyber deception against autonomous cyber attacks in emulation and simulation

As the capabilities of cyber adversaries continue to evolve, now in parallel to the explosion of maturing and publicly-available artificial intelligence (AI) technologies, cyber defenders may reasonably wonder when cyber adversaries will begin to also field these AI technologies. In this regard, some promising (read: scary) areas of AI for cyber attack capabilities are search, automated planning, and reinforcement learning. As such, one possible defensive mechanism against future AI-enabled adversaries is that of cyber deception. To that end, in this work, we present and evaluate Mirage, an experimentation system demonstrated in both emulation and simulation forms that allows for the implementation and testing of novel cyber deceptions designed to counter cyber adversaries that use AI search and planning capabilities.

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来源期刊
Annals of Telecommunications
Annals of Telecommunications 工程技术-电信学
CiteScore
5.20
自引率
5.30%
发文量
37
审稿时长
4.5 months
期刊介绍: Annals of Telecommunications is an international journal publishing original peer-reviewed papers in the field of telecommunications. It covers all the essential branches of modern telecommunications, ranging from digital communications to communication networks and the internet, to software, protocols and services, uses and economics. This large spectrum of topics accounts for the rapid convergence through telecommunications of the underlying technologies in computers, communications, content management towards the emergence of the information and knowledge society. As a consequence, the Journal provides a medium for exchanging research results and technological achievements accomplished by the European and international scientific community from academia and industry.
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