隐身攻击与可观察防御:严格资源约束下的博弈论模型

Ming Zhang, Zizhan Zheng, N. Shroff
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引用次数: 20

摘要

隐形攻击是网络安全的主要威胁。在实践中,攻击者和防御者都有可能限制其能力的资源约束。因此,为了制定强有力的防御策略,一个有前途的方法是利用博弈论来理解所涉及的基本权衡。然而,之前在这方面的工作主要集中在单节点情况下,没有考虑严格的资源约束。本文提出了一种保护多节点系统免受隐身攻击的博弈论模型。我们考虑了攻击和防御的频率都受到有限资源限制的实际设置,以及攻击者可以完全观察节点状态的非对称反馈结构,同时在很大程度上对防御者隐藏其行为。我们描述了防守方和进攻方的最佳策略,并研究了博弈的纳什均衡。
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Stealthy attacks and observable defenses: A game theoretic model under strict resource constraints
Stealthy attacks are a major threat to cyber security. In practice, both attackers and defenders have resource constraints that could limit their capabilities. Hence, to develop robust defense strategies, a promising approach is to utilize game theory to understand the fundamental tradeoffs involved. Previous works in this direction, however, mainly focus on the single-node case without considering strict resource constraints. In this paper, a game-theoretic model for protecting a system of multiple nodes against stealthy attacks is proposed. We consider the practical setting where the frequencies of both the attack and the defense are constrained by limited resources, and an asymmetric feedback structure where the attacker can fully observe the states of nodes while largely hiding its actions from the defender. We characterize best strategies for both the defender and the attacker, and study the Nash Equilibria of the game.
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