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The detection of software vulnerabilities (or vulnerabilities for short) is an important problem that has yet to be tackled, as manifested by the many vulnerabilities reported on a daily basis. This calls for machine learning methods for…

Machine Learning · Computer Science 2021-01-27 Zhen Li , Deqing Zou , Shouhuai Xu , Hai Jin , Yawei Zhu , Zhaoxuan Chen

The Common Weakness Enumeration (CWE) is a prominent list of software weakness types. This list is used by vulnerability databases to describe the underlying security flaws within analyzed vulnerabilities. This linkage opens the possibility…

Cryptography and Security · Computer Science 2020-06-16 Peter Mell , Assane Gueye

There is an increasing trend to mine vulnerabilities from software repositories and use machine learning techniques to automatically detect software vulnerabilities. A fundamental but unresolved research question is: how do different…

Software Engineering · Computer Science 2024-06-07 Esma Mouine , Yan Liu , Lu Xiao , Rick Kazman , Xiao Wang

Open-weight large language models (LLMs) unlock huge benefits in innovation, personalization, privacy, and democratization. However, their core advantage - modifiability - opens the door to systemic risks: bad actors can trivially subvert…

Computers and Society · Computer Science 2025-07-17 Ann-Kathrin Dombrowski , Dillon Bowen , Adam Gleave , Chris Cundy

Large Language Models (LLMs) have shown promise in tasks like code translation, prompting interest in their potential for automating software vulnerability detection (SVD) and patching (SVP). To further research in this area, establishing a…

Software Engineering · Computer Science 2024-09-18 Arastoo Zibaeirad , Marco Vieira

Discovering vulnerabilities in applications of real-world complexity is a daunting task: a vulnerability may affect a single line of code, and yet it compromises the security of the entire application. Even worse, vulnerabilities may…

Cryptography and Security · Computer Science 2020-12-10 Gabriele Costa , Andrea Valenza

Software security is becoming a high priority for both large companies and start-ups alike due to the increasing potential for harm that vulnerabilities and breaches carry with them. However, attaining robust security assurance while…

Software Engineering · Computer Science 2019-08-06 David N. Palacio , Daniel McCrystal , Kevin Moran , Carlos Bernal-Cárdenas , Denys Poshyvanyk , Chris Shenefiel

Identifying which software versions are affected by a vulnerability is critical for patching, risk mitigation. Despite a growing body of tools, their real-world effectiveness remains unclear due to narrow evaluation scopes often limited to…

Software Engineering · Computer Science 2025-09-10 Xingchu Chen , Chengwei Liu , Jialun Cao , Yang Xiao , Xinyue Cai , Yeting Li , Jingyi Shi , Tianqi Sun , Haiming Chen ang Wei Huo

The security of research software is essential for ensuring the integrity and reproducibility of scientific results. However, research software security is still largely unexplored. Due to its dependence on open source components and…

Software Engineering · Computer Science 2025-08-07 Richard Hegewald , Rebecca Beyer

Understanding the landscape of software vulnerabilities is key for developing effective security solutions. Fortunately, the evaluation of vulnerability databases that use a framework for communicating vulnerability attributes and their…

Cryptography and Security · Computer Science 2021-02-04 Assane Gueye , Peter Mell

Modern software relies on a multitude of automated testing and quality assurance tools to prevent errors, bugs and potential vulnerabilities. This study sets out to provide a head-to-head, quantitative and qualitative evaluation of six…

Software Engineering · Computer Science 2025-08-07 Damian Gnieciak , Tomasz Szandala

Although software analytics has experienced rapid growth as a research area, it has not yet reached its full potential for wide industrial adoption. Most of the existing work in software analytics still relies heavily on costly manual…

Software Engineering · Computer Science 2016-08-02 Hoa Khanh Dam , Truyen Tran , John Grundy , Aditya Ghose

Vibe coding is a new programming paradigm in which human engineers instruct large language model (LLM) agents to complete complex coding tasks with little supervision. Although vibe coding is increasingly adopted, are its outputs really…

Software Engineering · Computer Science 2026-02-18 Songwen Zhao , Danqing Wang , Kexun Zhang , Jiaxuan Luo , Zhuo Li , Lei Li

The paper presents a traceability analysis of how over 84 thousand vulnerabilities have propagated across 28 open source software ecosystems. According to the results, the propagation sequences have been complex in general, although GitHub,…

Software Engineering · Computer Science 2025-09-17 Jukka Ruohonen , Qusai Ramadan

Researchers, students and practitioners often encounter a situation when the build process of a third-party software system fails. In this paper, we aim to confirm this observation present mainly as anecdotal evidence so far. Using a…

Software Engineering · Computer Science 2017-12-05 Matúš Sulír , Jaroslav Porubän

The thesis advances the field of software security by providing knowledge and automation support for software vulnerability assessment using data-driven approaches. Software vulnerability assessment provides important and multifaceted…

Software Engineering · Computer Science 2023-06-21 Triet H. M. Le

Vulnerability detection is crucial to protect software security. Nowadays, deep learning (DL) is the most promising technique to automate this detection task, leveraging its superior ability to extract patterns and representations within…

Software Engineering · Computer Science 2026-02-13 Yuejun Guo , Qiang Hu , Qiang Tang , Yves Le Traon

Tracking vulnerabilities inherited from third-party open-source software is a well-known challenge, often addressed by tracing the threads of dependency information. However, vulnerabilities can also propagate through forking: a code…

Cryptography and Security · Computer Science 2026-01-29 Romain Lefeuvre , Charly Reux , Stefano Zacchiroli , Olivier Barais , Benoit Combemale

Industrial applications heavily integrate open-source software libraries nowadays. Beyond the benefits that libraries bring, they can also impose a real threat in case a library is affected by a vulnerability but its community is not active…

Software Engineering · Computer Science 2025-04-24 Alexandros Tsakpinis

Eliminating vulnerabilities from low-level code is vital for securing software. Static analysis is a promising approach for discovering vulnerabilities since it can provide developers early feedback on the code they write. But, it presents…

Cryptography and Security · Computer Science 2016-04-07 Bhargava Shastry , Fabian Yamaguchi , Konrad Rieck , Jean-Pierre Seifert