利用计算博弈论指导硬件设计中的验证和安全

Andrew M. Smith, J. Mayo, V. Kammler, R. Armstrong, Yevgeniy Vorobeychik
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引用次数: 7

摘要

由于系统状态空间的巨大规模,验证硬件设计实现是否符合规范是一个耗时且有时难以解决的问题。形式方法技术可用于证明某些可处理的规范属性;然而,它们是昂贵的,并且通常需要主题专家来开发和解决。尽管如此,硬件验证是确保满足安全性和安全属性的关键过程,并且封装了与信任和可靠性相关的问题。对于无法覆盖整个状态空间的复杂设计,优先考虑最容易受到安全性或可靠性威胁的区域将允许有效地分配有价值的验证资源。Stackelberg安全游戏模拟了防御者和攻击者之间的互动,前者的目标是分配资源来保护一组目标,后者的目标是在第一次观察防御者的策略后对目标造成最大的伤害。在均衡中,防御者有一个最优的安全部署策略,给定攻击者的最佳响应。我们将这个Stackelberg安全框架应用于综合硬件实现,使用设计的网络结构和逻辑来通知防御者估值和验证成本。因此,防御者在均衡状态下的策略被解释为在对手存在的情况下对验证资源的分配进行优先排序。我们在几个开源合成硬件设计上演示了这种技术。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Using computational game theory to guide verification and security in hardware designs
Verifying that hardware design implementations adhere to specifications is a time intensive and sometimes intractable problem due to the massive size of the system's state space. Formal methods techniques can be used to prove certain tractable specification properties; however, they are expensive, and often require subject matter experts to develop and solve. Nonetheless, hardware verification is a critical process to ensure security and safety properties are met, and encapsulates problems associated with trust and reliability. For complex designs where coverage of the entire state space is unattainable, prioritizing regions most vulnerable to security or reliability threats would allow efficient allocation of valuable verification resources. Stackelberg security games model interactions between a defender, whose goal is to assign resources to protect a set of targets, and an attacker, who aims to inflict maximum damage on the targets after first observing the defender's strategy. In equilibrium, the defender has an optimal security deployment strategy, given the attacker's best response. We apply this Stackelberg security framework to synthesized hardware implementations using the design's network structure and logic to inform defender valuations and verification costs. The defender's strategy in equilibrium is thus interpreted as a prioritization of the allocation of verification resources in the presence of an adversary. We demonstrate this technique on several open-source synthesized hardware designs.
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