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Related papers: An Empirical Study of Static Analysis Tools for Se…

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Static Application Security Testing (SAST) tools are essential for identifying software vulnerabilities, but they often produce a high volume of false positives (FPs), imposing a substantial manual triage burden on developers. Recent…

Software Engineering · Computer Science 2026-02-02 Yunpeng Xiong , Ting Zhang

Embedded software is used in safety-critical systems such as medical devices and autonomous vehicles, where software defects, including security vulnerabilities, have severe consequences. Most embedded codebases are developed in unsafe…

Cryptography and Security · Computer Science 2024-09-06 Ayushi Sharma , Shashank Sharma , Santiago Torres-Arias , Aravind Machiry

The presence of software vulnerabilities is an ever-growing issue in software development. In most cases, it is desirable to detect vulnerabilities as early as possible, preferably in a just-in-time manner, when the vulnerable piece is…

Software Engineering · Computer Science 2023-03-30 Tamás Aladics , Péter Hegedűs , Rudolf Ferenc

Due to increasingly complex software design and rapid iterative development, code defects and security vulnerabilities are prevalent in modern software. In response, programmers rely on static analysis tools to regularly scan their…

Software Engineering · Computer Science 2022-03-21 Anant Kharkar , Roshanak Zilouchian Moghaddam , Matthew Jin , Xiaoyu Liu , Xin Shi , Colin Clement , Neel Sundaresan

Static Application Security Testing (SAST) tools often suffer from high false positive rates, leading to alert fatigue that consumes valuable auditing resources. Recent efforts leveraging Large Language Models (LLMs) as filters offer…

Cryptography and Security · Computer Science 2026-03-05 Mingcheng Jiang , Jiancheng Huang , Jiangfei Wang , Zhengzhu Xie , Nan Fang , Guang Cheng , Xiaoyan Hu , Hua Wu

Identifying recurring vulnerabilities is crucial for ensuring software security. Clone-based techniques, while widely used, often generate many false alarms due to the existence of similar but patched (SBP) code, which is similar to…

Software Engineering · Computer Science 2026-02-10 Zixuan Tan , Jiayuan Zhou , Xing Hu , Shengyi Pan , Kui Liu , Xin Xia

Security issues in shipped code can lead to unforeseen device malfunction, system crashes or malicious exploitation by crackers, post-deployment. These vulnerabilities incur a cost of repair and foremost risk the credibility of the company.…

Artificial Intelligence · Computer Science 2021-04-20 Anshul Tanwar , Hariharan Manikandan , Krishna Sundaresan , Prasanna Ganesan , Sathish Kumar Chandrasekaran , Sriram Ravi

Software vulnerabilities (SVs) have emerged as a prevalent and critical concern for safety-critical security systems. This has spurred significant advancements in utilizing AI-based methods, including machine learning and deep learning, for…

Software Engineering · Computer Science 2025-10-07 Van Nguyen , Surya Nepal , Tingmin Wu , Xingliang Yuan , Carsten Rudolph

Static analysis tools are essential for ensuring memory safety in Rust programs, particularly as Rust gains adoption in safety-critical domains. However, existing tools such as Rudra and MirChecker suffer from high false positive rates,…

Software Engineering · Computer Science 2026-05-07 Akilesh P , Leuson Da Silva , Foutse Khomh , Sridhar Chimalakonda

Software vulnerabilities in source code pose serious cybersecurity risks, prompting a shift from traditional detection methods (e.g., static analysis, rule-based matching) to AI-driven approaches. This study presents a systematic review of…

Software Engineering · Computer Science 2025-06-13 Samiha Shimmi , Hamed Okhravi , Mona Rahimi

In the past couple of decades, significant research efforts have been devoted to the prediction of software bugs (i.e., defects). In general, these works leverage a diverse set of metrics, tools, and techniques to predict which classes,…

Software Engineering · Computer Science 2024-08-06 Ehsan Mashhadi , Shaiful Chowdhury , Somayeh Modaberi , Hadi Hemmati , Gias Uddin

Automated Program Repair (APR) techniques have drawn wide attention from both academia and industry. Meanwhile, one main limitation with the current state-of-the-art APR tools is that patches passing all the original tests are not…

Software Engineering · Computer Science 2023-02-10 Jun Yang , Yuehan Wang , Yiling Lou , Ming Wen , Lingming Zhang

While several studies have examined the security of code generated by GPT and other Large Language Models (LLMs), most have relied on controlled experiments rather than real developer interactions. This paper investigates the security of…

Software Engineering · Computer Science 2026-02-19 Vladislav Belozerov , Peter J Barclay , Ashkan Sami

Software security remains a critical concern, particularly as junior developers, often lacking comprehensive knowledge of security practices, contribute to codebases. While there are tools to help developers proactively write secure code,…

Software Engineering · Computer Science 2024-09-05 Nafis Tanveer Islam , Mazal Bethany , Dylan Manuel , Murtuza Jadliwala , Peyman Najafirad

Recently, ChatGPT has attracted great attention from the code analysis domain. Prior works show that ChatGPT has the capabilities of processing foundational code analysis tasks, such as abstract syntax tree generation, which indicates the…

Software Engineering · Computer Science 2024-06-21 Peiyu Liu , Junming Liu , Lirong Fu , Kangjie Lu , Yifan Xia , Xuhong Zhang , Wenzhi Chen , Haiqin Weng , Shouling Ji , Wenhai Wang

Owing to the continued use of C (and C++), spatial safety violations (e.g., buffer overflows) still constitute one of today's most dangerous and prevalent security vulnerabilities. To combat these violations, Checked C extends C with…

Programming Languages · Computer Science 2022-03-28 Aravind Machiry , John Kastner , Matt McCutchen , Aaron Eline , Kyle Headley , Michael Hicks

Static Application Security Testing (SAST) tools are critical to software quality, identifying potential code issues early in development. However, they often produce false positive warnings that require manual review, slowing down…

Software Engineering · Computer Science 2025-06-03 Jinbao Chen , Hongjing Xiang , Zuohong Zhao , Luhao Li , Yu Zhang , Boyao Ding , Qingwei Li , Songyuan Xiong

Secure by Design has become the mainstream development approach ensuring that software systems are not vulnerable to cyberattacks. Architectural security controls need to be carefully monitored over the software development life cycle to…

Software Engineering · Computer Science 2023-07-13 Ahmet Okutan , Ali Shokri , Viktoria Koscinski , Mohamad Fazelinia , Mehdi Mirakhorli

Static analysis is the analysis of a program without executing it, usually carried out by an automated tool. Symbolic execution is a popular static analysis technique used both in program verification and in bug detection software. It works…

Software Engineering · Computer Science 2024-08-06 Gabor Horvath , Reka Kovacs , Zoltan Porkolab

Static analysis plays a crucial role in software vulnerability detection, yet faces a persistent precision-scalability tradeoff. In large codebases like the Linux kernel, traditional static analysis tools often generate excessive false…

Software Engineering · Computer Science 2025-06-03 Haonan Li , Hang Zhang , Kexin Pei , Zhiyun Qian