Facilitating Vulnerability Assessment through PoC Migration

Facilitating Vulnerability Assessment through PoC Migration

연구 분야: Infrastructure

학회: CCS '21: Proceedings of the 2021 ACM SIGSAC Conference on Computer and Communications Security

Recent research shows that, even for vulnerability reports archived by MITRE/NIST, they usually contain incomplete information about the software's vulnerable versions, making users of under-reported vulnerable versions at risk. In this work, we address this problem by introducing a fuzzing-based method. Technically, this approach first collects the crashing trace on the reference version of the software. Then, it utilizes the trace to guide the mutation of the PoC input so that the target version could follow the trace similar to the one observed on the reference version. Under the mutated input, we argue that the target version's execution could have a higher chance of triggering the bug and demonstrating the vulnerability's existence. We implement this idea as an automated tool, named VulScope. Using 30 real-world CVEs on 470 versions of software, VulScope is demonstrated to introduce no false positives and only 7.9% false negatives while migrating PoC from one version to another. Besides, we also compare our method with two representative fuzzing tools AFL and AFLGO. We find VulScope outperforms both of these existing techniques while taking the task of PoC migration. Finally, by using VulScope, we identify 330 versions of software that MITRE/NIST fails to report as vulnerable.