基于时序的软件侧信道攻击特征及片上网络硬件的缓解

IF 2.1 4区 计算机科学 Q3 COMPUTER SCIENCE, HARDWARE & ARCHITECTURE ACM Journal on Emerging Technologies in Computing Systems Pub Date : 2023-03-02 DOI:10.1145/3585519
U. Ali, Sheikh Abdul Rasheed Sahni, O. Khan
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引用次数: 1

摘要

现代片上网络(NoC)硬件是侧信道安全攻击的新兴目标。最近的一项工作实现并表征了针对真实多核机器上的NoC硬件的基于定时的软件侧信道攻击。本文研究了系统噪声对先前攻击设置的影响,并表明高噪声足以击败攻击者。我们提出了一种基于信息论的攻击设置,该设置使用重复码和差分信令技术来消除来自NoC信道的不需要的噪声,以成功地在真实的多核机器上实现实际的隐蔽通信攻击。评估表明,在低、中等和高外部噪声下,攻击有效性分别为97%、88%和78%。我们的攻击特征表明,基于噪声的缓解方案不足以阻止实际的秘密通信,因此必须考虑基于隔离的缓解方案以确保强大的安全性。显示了基于隔离的方案来减轻基于定时的侧信道攻击。然而,它们对现实世界中安全关键工作负载性能的影响在文献中并没有得到很好的理解。本文评估了最先进的空间和时间隔离方案的性能影响。对于一组图形和机器学习工作负载,性能影响范围为2-3%,因此使基于隔离的缓解措施变得切实可行。
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Characterization of Timing-based Software Side-channel Attacks and Mitigations on Network-on-Chip Hardware
Modern network-on-chip (NoC) hardware is an emerging target for side-channel security attacks. A recent work implemented and characterized timing-based software side-channel attacks that target NoC hardware on a real multicore machine. This article studies the impact of system noise on prior attack setups and shows that high noise is sufficient to defeat the attacker. We propose an information theory-based attack setup that uses repetition codes and differential signaling techniques to de-noise the unwanted noise from the NoC channel to successfully implement a practical covert-communication attack on a real multicore machine. The evaluation demonstrates an attack efficacy of 97%, 88%, and 78% under low, medium, and high external noise, respectively. Our attack characterization reveals that noise-based mitigation schemes are inadequate to prevent practical covert communication, and thus isolation-based mitigation schemes must be considered to ensure strong security. Isolation-based schemes are shown to mitigate timing-based side-channel attacks. However, their impact on the performance of real-world security critical workloads is not well understood in the literature. This article evaluates the performance implications of state-of-the-art spatial and temporal isolation schemes. The performance impact is shown to range from 2–3% for a set of graph and machine learning workloads, thus making isolation-based mitigations practical.
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来源期刊
ACM Journal on Emerging Technologies in Computing Systems
ACM Journal on Emerging Technologies in Computing Systems 工程技术-工程:电子与电气
CiteScore
4.80
自引率
4.50%
发文量
86
审稿时长
3 months
期刊介绍: The Journal of Emerging Technologies in Computing Systems invites submissions of original technical papers describing research and development in emerging technologies in computing systems. Major economic and technical challenges are expected to impede the continued scaling of semiconductor devices. This has resulted in the search for alternate mechanical, biological/biochemical, nanoscale electronic, asynchronous and quantum computing and sensor technologies. As the underlying nanotechnologies continue to evolve in the labs of chemists, physicists, and biologists, it has become imperative for computer scientists and engineers to translate the potential of the basic building blocks (analogous to the transistor) emerging from these labs into information systems. Their design will face multiple challenges ranging from the inherent (un)reliability due to the self-assembly nature of the fabrication processes for nanotechnologies, from the complexity due to the sheer volume of nanodevices that will have to be integrated for complex functionality, and from the need to integrate these new nanotechnologies with silicon devices in the same system. The journal provides comprehensive coverage of innovative work in the specification, design analysis, simulation, verification, testing, and evaluation of computing systems constructed out of emerging technologies and advanced semiconductors
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