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Static analyzers are tool sets which are proving to be indispensable to modern programmers. These enable the programmers to detect possible errors and security defects present in the current code base within the implementation phase of the…

Software Engineering · Computer Science 2019-05-14 Eljose E Sajan , Yunpeng Zhang , Liang-Chieh Cheng

Static analysis tools come in many forms andconfigurations, allowing them to handle various tasks in a (secure) development process: code style linting, bug/vulnerability detection, verification, etc., and adapt to the specific requirements…

Static analysis tools are widely used to detect bugs, vulnerabilities, and code smells. Traditionally, developers must resolve these warnings manually. Because this process is tedious, developers sometimes ignore warnings, leading to an…

Software Engineering · Computer Science 2026-04-14 Pascal Joos , Islem Bouzenia , Michael Pradel

Static analyzers can reason about the properties and behaviors of programs and detect various issues without executing them. Hence, they should extract the necessary information to understand the analyzed program well. Annotation has been a…

Software Engineering · Computer Science 2024-02-23 Huaien Zhang , Yu Pei , Shuyun Liang , Shin Hwei Tan

Static bug detection tools help developers detect code problems. However, it is known that they remain underutilized due to various reasons. Recent advances to incorporate static bug detectors in modern software development workflows can…

Software Engineering · Computer Science 2021-03-26 Junjie Li

To ensure the quality of software systems, software engineers can make use of a variety of quality assurance approaches, such as software testing, modern code review, automated static analysis, and build automation. Each of these quality…

Software Engineering · Computer Science 2026-04-21 Ali Khatami , Andy Zaidman

The demand for automated security analysis techniques, such as static analysis based security testing (SAST) tools continues to increase. To develop SASTs that are effectively leveraged by developers for finding vulnerabilities, researchers…

Cryptography and Security · Computer Science 2024-06-21 Amit Seal Ami , Kevin Moran , Denys Poshyvanyk , Adwait Nadkarni

Automatic static analysis tools (ASATs), such as Findbugs, have a high false alarm rate. The large number of false alarms produced poses a barrier to adoption. Researchers have proposed the use of machine learning to prune false alarms and…

Software Engineering · Computer Science 2022-02-15 Hong Jin Kang , Khai Loong Aw , David Lo

Static analysis is widely used for software assurance. However, static analysis tools can report an overwhelming number of warnings, many of which are false positives. Applying static analysis to a new version, a large number of warnings…

Software Engineering · Computer Science 2023-05-05 Xiuyuan Guo , Ashwin Kallingal Joshy , Benjamin Steenhoek , Wei Le , Lori Flynn

(Note: This work is a preprint.) Static analysis (SA) tools produce many diagnostic alerts indicating that source code in C or C++ may be defective and potentially vulnerable to security exploits. Many of these alerts are false positives.…

Software Engineering · Computer Science 2025-08-06 David Svoboda , Lori Flynn , William Klieber , Michael Duggan , Nicholas Reimer , Joseph Sible

Static Analysis (SA) tools are used to identify potential weaknesses in code and fix them in advance, while the code is being developed. In legacy codebases with high complexity, these rules-based static analysis tools generally report a…

Modern enterprises increasingly adopt diverse technology stacks with various programming languages, posing significant challenges for static application security testing (SAST). Existing taint analysis tools are predominantly designed for…

Software Engineering · Computer Science 2026-04-03 Yayi Wang , Shenao Wang , Jian Zhao , Shaosen Shi , Ting Li , Yan Cheng , Lizhong Bian , Kan Yu , Yanjie Zhao , Haoyu Wang

Knowledge-based systems reason over some knowledge base. Hence, an important issue for such systems is how to acquire the knowledge needed for their inference. This paper assesses active learning methods for acquiring knowledge for "static…

Software Engineering · Computer Science 2020-10-23 Xueqi Yang , Zhe Yu , Junjie Wang , Tim Menzies

Static Application Security Testing tools help developers find security vulnerabilities before release, but they often produce many false positives. This increases manual review effort, reduces developer trust, and may cause real…

Cryptography and Security · Computer Science 2026-05-05 Mohd Ruhul Ameen , Md Takrim Ul Alam , Akif Islam

Static Analysis Tools (SATs) are central to security engineering activities, as they enable early identification of code weaknesses without requiring execution. However, their effectiveness is often limited by high false-positive rates and…

Cryptography and Security · Computer Science 2026-02-04 Nicolás E. Díaz Ferreyra , Moritz Mock , Max Kretschmann , Barbara Russo , Mojtaba Shahin , Mansooreh Zahedi , Riccardo Scandariato

Context: Static analyses are well-established to aid in understanding bugs or vulnerabilities during the development process or in large-scale studies. A low false-positive rate is essential for the adaption in practice and for precise…

Software Engineering · Computer Science 2024-03-13 Anna-Katharina Wickert , Michael Schlichtig , Marvin Vogel , Lukas Winter , Mira Mezini , Eric Bodden

With the emergence of the Node.js ecosystem, JavaScript has become a widely-used programming language for implementing server-side web applications. In this paper, we present the first empirical study of static code analysis tools for…

Cryptography and Security · Computer Science 2023-08-07 Tiago Brito , Mafalda Ferreira , Miguel Monteiro , Pedro Lopes , Miguel Barros , José Fragoso Santos , Nuno Santos

Finding and fixing buggy code is an important and cost-intensive maintenance task, and static analysis (SA) is one of the methods developers use to perform it. SA tools warn developers about potential bugs by scanning their source code for…

Software Engineering · Computer Science 2020-09-04 Yoshiki Higo , Shinpei Hayashi , Hideaki Hata , Meiyappan Nagappan

Several studies showed that misuses of cryptographic APIs are common in real-world code (e.g., Apache projects and Android apps). There exist several open-sourced and commercial security tools that automatically screen Java programs to…

Cryptography and Security · Computer Science 2021-12-09 Sharmin Afrose , Ya Xiao , Sazzadur Rahaman , Barton P. Miller , Danfeng , Yao

Static analysis is a powerful technique for automatic verification of programs but raises major engineering challenges when developing a full-fledged analyzer for a realistic language such as Java. This paper describes the Sawja library: a…