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Smart contract developers frequently seek solutions to developmental challenges on Q&A platforms such as Stack Overflow (SO). Although community responses often provide viable solutions, the embedded code snippets can also contain hidden…

Software Engineering · Computer Science 2024-07-24 Jiachi Chen , Chong Chen , Jiang Hu , John Grundy , Yanlin Wang , Ting Chen , Zibin Zheng

Static analysis tools are frequently used to scan the source code and detect deviations from the project coding guidelines. Given their importance, linters are often introduced to classrooms to educate students on how to detect and…

Software Engineering · Computer Science 2023-07-20 Eman Abdullah AlOmar , Salma Abdullah AlOmar , Mohamed Wiem Mkaouer

With the wave of high-profile supply chain attacks targeting development and client organizations, supply chain security has recently become a focal point. As a result, there is an elevated discussion on securing the development environment…

Timely resolution and disclosure of vulnerabilities are essential for maintaining the security of open-source software. However, many vulnerabilities remain unreported, unpatched, or undisclosed for extended periods, exposing users to…

Cryptography and Security · Computer Science 2026-03-31 Arjun Sridharkumar , Sara Al Hajj Ibrahim , Jiayuan Zhou , Yuliang Wang , Safwat Hassan , Ahmed E. Hassan , Shurui Zhou

In this work, we present MoCQ, a neuro-symbolic static analysis framework that leverages large language models (LLMs) to automatically generate vulnerability detection patterns. This approach combines the precision and scalability of…

Cryptography and Security · Computer Science 2026-04-15 Penghui Li , Songchen Yao , Josef Sarfati Korich , Changhua Luo , Jianjia Yu , Yinzhi Cao , Junfeng Yang

In order to ensure the quality of software and prevent attacks from hackers on critical systems, static analysis tools are frequently utilized to detect vulnerabilities in the early development phase. However, these tools often report a…

Software Engineering · Computer Science 2022-09-28 Thanh Trong Vu , Hieu Dinh Vo

Modern programming follows the continuous integration (CI) and continuous deployment (CD) approach rather than the traditional waterfall model. Even the development of modern programming languages uses the CI/CD approach to swiftly provide…

Software Engineering · Computer Science 2021-02-17 Jihyeok Park , Seungmin An , Dongjun Youn , Gyeongwon Kim , Sukyoung Ryu

Open-source software serves as a foundation for the internet and the cyber supply chain, but its exploitation is becoming increasingly prevalent. While advances in vulnerability detection for OSS have been significant, prior research has…

Cryptography and Security · Computer Science 2024-12-02 Zhuoran Tan , Christos Anagnosstopoulos , Jeremy Singer

Vulnerability detection plays a key role in secure software development. There are many different vulnerability detection tools and techniques to choose from, and insufficient information on which vulnerability detection techniques to use…

Software Engineering · Computer Science 2021-03-10 Sarah Elder

Software vulnerabilities remain a persistent risk, yet static and dynamic analyses often overlook structural dependencies that shape insecure behaviors. Viewing programs as heterogeneous graphs, we capture control- and data-flow relations…

Software Engineering · Computer Science 2025-10-14 Jugal Gajjar , Kaustik Ranaware , Kamalasankari Subramaniakuppusamy

Secure coding is a critical yet often overlooked practice in software development. Despite extensive awareness efforts, real-world adoption remains inconsistent due to organizational, educational, and technical barriers. This paper provides…

Software Engineering · Computer Science 2025-10-02 Kiana Kiashemshaki , Mohammad Jalili Torkamani , Negin Mahmoudi

Static analysis is sound in theory, but an implementation may unsoundly fail to analyze all of a program's code. Any such omission is a serious threat to the validity of the tool's output. Our work is the first to measure the prevalence of…

Software Engineering · Computer Science 2024-07-11 Jordan Samhi , René Just , Tegawendé F. Bissyandé , Michael D. Ernst , Jacques Klein

The advancements in machine learning techniques have encouraged researchers to apply these techniques to a myriad of software engineering tasks that use source code analysis, such as testing and vulnerability detection. Such a large number…

Software Engineering · Computer Science 2022-09-14 Tushar Sharma , Maria Kechagia , Stefanos Georgiou , Rohit Tiwari , Indira Vats , Hadi Moazen , Federica Sarro

Automatically locating vulnerable statements in source code is crucial to assure software security and alleviate developers' debugging efforts. This becomes even more important in today's software ecosystem, where vulnerable code can flow…

Software Engineering · Computer Science 2022-01-14 Yangruibo Ding , Sahil Suneja , Yunhui Zheng , Jim Laredo , Alessandro Morari , Gail Kaiser , Baishakhi Ray

Information flow analysis prevents secret or untrusted data from flowing into public or trusted sinks. Existing mechanisms cover a wide array of options, ranging from lightweight taint analysis to heavyweight information flow control that…

Cryptography and Security · Computer Science 2019-06-28 Cristian-Alexandru Staicu , Daniel Schoepe , Musard Balliu , Michael Pradel , Andrei Sabelfeld

Today's small and medium-sized enterprises (SMEs) in the software industry are faced with major challenges. While having to work efficiently using limited resources they have to perform quality assurance on their code to avoid the risk of…

Software Engineering · Computer Science 2016-11-24 Mario Gleirscher , Dmitriy Golubitskiy , Maximilian Irlbeck , Stefan Wagner

Open source software vulnerabilities pose significant security risks to downstream applications. While vulnerability databases provide valuable information for mitigation, many security patches are released silently in new commits of OSS…

Software Engineering · Computer Science 2025-03-27 Yiran Cheng , Ting Zhang , Lwin Khin Shar , Zhe Lang , David Lo , Shichao Lv , Dongliang Fang , Zhiqiang Shi , Limin Sun

The prevalent usage of open-source software (OSS) has led to an increased interest in resolving potential third-party security risks by fixing common vulnerabilities and exposures (CVEs). However, even with automated code analysis tools in…

Software Engineering · Computer Science 2022-11-16 Frederik L. Dennig , Eren Cakmak , Henrik Plate , Daniel A. Keim

Existing literature heavily relies on static analysis tools to evaluate LLMs for secure code generation and vulnerability detection. We reviewed 1,080 LLM-generated code samples, built a human-validated ground-truth, and compared the…

Cryptography and Security · Computer Science 2026-02-06 Ehsan Firouzi , Mohammad Ghafari

The mass production of complex software has made it impossible to manually test it for security vulnerabilities. Automated security testing tools come in a variety of flavors, function at various stages of software development, and target…

Software Engineering · Computer Science 2023-01-18 Yan Wu , Jingyi Su , David D. Moran , Chris D. Near
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