Learning When to Say Goodbye: What Should be the Shelf Life of an Indicator of Compromise?

Breno Tostes, Leonardo Ventura, Enrico Lovat, Matheus Martins, D. S. Menasch'e
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引用次数: 0

Abstract

Indicators of Compromise (IOCs), such as IP addresses, file hashes, and domain names associated with known malware or attacks, are cornerstones of cybersecurity, serving to identify malicious activity on a network. In this work, we leverage real data to compare different parameterizations of IOC aging models. Our dataset comprises traffic at a real environment for more than 1 year. Among our trace-driven findings, we determine thresholds for the ratio between miss over monitoring costs such that the system benefits from storing IOCs for a finite time-to-live (TTL) before eviction. To the best of our knowledge, this is the first real world evaluation of thresholds related to IOC aging, paving the way towards realistic IOC decaying models.
学会什么时候说再见:妥协指标的保质期应该是多长?
与已知恶意软件或攻击相关的IP地址、文件哈希值和域名等入侵指标(ioc)是网络安全的基石,用于识别网络上的恶意活动。在这项工作中,我们利用真实数据来比较IOC老化模型的不同参数化。我们的数据集包含了真实环境下超过1年的流量。在我们的跟踪驱动的研究结果中,我们确定了缺失与监控成本之间比率的阈值,这样系统就可以从在驱逐之前将ioc存储有限的生存时间(TTL)中受益。据我们所知,这是对与IOC老化相关的阈值的第一个真实世界评估,为实现现实的IOC衰变模型铺平了道路。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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