Deployment-quality and Accessible Solutions for Cryptography Code Development

Sazzadur Rahaman, Ya Xiao, Sharmin Afrose, K. Tian, Miles Frantz, Na Meng, B. Miller, Fahad Shaon, Murat Kantarcioglu, D. Yao
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引用次数: 1

Abstract

Cryptographic API misuses seriously threatens software security. Automatic screening of cryptographic misuse vulnerabilities has been a popular and important line of research over the years. However, the vision of producing a scalable detection tool that developers can routinely use to screen millions of line of code has not been achieved yet. Our main technical goal is to attain a high precision and high throughput approach based on specialized program analysis. Specifically, we design inter-procedural program slicing on top of a new on-demand flow-, context- and field- sensitive data flow analysis. Our current prototype named CryptoGuard can detect a wide range of Java cryptographic API misuses with a precision of 98.61%, when evaluated on 46 complex Apache Software Foundation projects (including, Spark, Ranger, and Ofbiz). Our evaluation on 6,181 Android apps also generated many security insights. We created a comprehensive benchmark named CryptoApi-Bench with 40-unit basic cases and 131-unit advanced cases for in-depth comparison with leading solutions (e.g., SpotBugs, CrySL, Coverity). To make CryptoGuard widely accessible, we are in the process of integrating CryptoGuard with the Software Assurance Marketplace (SWAMP). SWAMP is a popular no-cost service for continuous software assurance and static code analysis.
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用于密码学代码开发的部署质量和可访问解决方案
加密API滥用严重威胁软件安全。多年来,密码滥用漏洞的自动筛选一直是一个流行和重要的研究方向。然而,开发人员可以常规地使用可伸缩的检测工具来筛选数百万行代码的愿景还没有实现。我们的主要技术目标是在专业程序分析的基础上获得高精度和高通量的方法。具体来说,我们在新的按需流、上下文和字段敏感数据流分析的基础上设计了过程间程序切片。我们目前的原型名为CryptoGuard,在46个复杂的Apache软件基金会项目(包括Spark、Ranger和Ofbiz)上进行评估后,可以检测出广泛的Java加密API误用,准确率为98.61%。我们对6181款Android应用的评估也产生了许多安全见解。我们创建了一个名为CryptoApi-Bench的综合基准,其中包含40个单元的基本案例和131个单元的高级案例,用于与领先的解决方案(例如SpotBugs, CrySL, Coverity)进行深入比较。为了使CryptoGuard广泛使用,我们正在将CryptoGuard与软件保证市场(SWAMP)集成。SWAMP是一种流行的免费服务,用于持续软件保证和静态代码分析。
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