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Mainstream software applications and tools are the configurable platforms with an enormous number of parameters along with their values. Certain settings and possible interactions between these parameters may harden (or soften) the security…

Software Engineering · Computer Science 2020-06-17 Shuvalaxmi Dass , Akbar Siami Namin

Open-source libraries are widely used in modern software development, introducing significant security vulnerabilities. While static analysis tools can identify potential vulnerabilities at scale, they often generate overwhelming reports…

Software Engineering · Computer Science 2026-04-08 Siyi Chen , Tianhan Luo , Shijian Wu , Xiangyu Liu , Yilin Zhou , Qi Li , Wenyuan Xu

Software vulnerabilities continue to grow in volume and remain difficult to detect in practice. Although learning-based vulnerability detection has progressed, existing benchmarks are largely function-centric and fail to capture realistic,…

Software Engineering · Computer Science 2026-03-19 Amine Lbath

In this paper, we present a challenging code reasoning task: vulnerability detection. Large Language Models (LLMs) have shown promising results in natural-language and math reasoning, but state-of-the-art (SOTA) models reported only 54.5%…

Software Engineering · Computer Science 2025-01-09 Benjamin Steenhoek , Md Mahbubur Rahman , Monoshi Kumar Roy , Mirza Sanjida Alam , Hengbo Tong , Swarna Das , Earl T. Barr , Wei Le

Developing automated and smart software vulnerability detection models has been receiving great attention from both research and development communities. One of the biggest challenges in this area is the lack of code samples for all…

Software Engineering · Computer Science 2023-03-14 Khadija Hanifi , Ramin F Fouladi , Basak Gencer Unsalver , Goksu Karadag

Modern programming languages (e.g., Java and C#) provide features to separate error-handling code from regular code, seeking to enhance software comprehensibility and maintainability. Nevertheless, the way exception handling (EH) code is…

Software Engineering · Computer Science 2021-05-04 Luan P. Lima , Lincoln S. Rocha , Carla I. M. Bezerra , Matheus Paixao

Software libraries are central to the functionality, security, and maintainability of modern code. As developers increasingly turn to Large Language Models (LLMs) to assist with programming tasks, understanding how these models recommend…

Software Engineering · Computer Science 2025-08-08 Jasmine Latendresse , SayedHassan Khatoonabadi , Emad Shihab

We present a novel idea on adequacy testing called ``{vulnerability coverage}.'' The introduced coverage measure examines the underlying software for the presence of certain classes of vulnerabilities often found in the National…

Cryptography and Security · Computer Science 2020-06-17 Shuvalaxmi Dass , Akbar Siami Namin

Security vulnerabilities present in a code that has been written in diverse programming languages are among the most critical yet complicated aspects of source code to detect. Static analysis tools based on rule-based patterns usually do…

Cryptography and Security · Computer Science 2025-08-19 Hael Abdulhakim Ali Humran , Ferdi Sonmez

The identification of vulnerabilities is an important element in the software development life cycle to ensure the security of software. While vulnerability identification based on the source code is a well studied field, the identification…

Cryptography and Security · Computer Science 2022-12-05 Andreas Schaad , Dominik Binder

Deep Learning (DL) compilers typically load a DL model and optimize it with intermediate representation.Existing DL compiler testing techniques mainly focus on model optimization stages, but rarely explore bug detection at the model loading…

Software Engineering · Computer Science 2024-08-15 Qingchao Shen , Yongqiang Tian , Haoyang Ma , Junjie Chen , Lili Huang , Ruifeng Fu , Shing-Chi Cheung , Zan Wang

Web developers routinely rely on third-party Java-Script libraries such as jQuery to enhance the functionality of their sites. However, if not properly maintained, such dependencies can create attack vectors allowing a site to be…

Cryptography and Security · Computer Science 2020-02-17 Tobias Lauinger , Abdelberi Chaabane , Sajjad Arshad , William Robertson , Christo Wilson , Engin Kirda

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 applications integrate more and more open-source software (OSS) to benefit from code reuse. As a drawback, each vulnerability discovered in bundled OSS potentially affects the application. Upon the disclosure of every new…

Cryptography and Security · Computer Science 2025-03-18 Henrik Plate , Serena Elisa Ponta , Antonino Sabetta

This study investigates vulnerabilities in dependencies of sampled open-source software (OSS) projects, the relationship between these and overall project security, and how developers' behaviors and practices influence their mitigation.…

Cryptography and Security · Computer Science 2024-08-27 Janislley Oliveira de Sousa , Bruno Carvalho de Farias , Eddie Batista de Lima Filho , Lucas Carvalho Cordeiro

Despite various approaches being employed to detect vulnerabilities, the number of reported vulnerabilities shows an upward trend over the years. This suggests the problems are not caught before the code is released, which could be caused…

Cryptography and Security · Computer Science 2025-02-14 Karl Tamberg , Hayretdin Bahsi

Vulnerability fixes in open source software (OSS) usually follow the coordinated vulnerability disclosure model and are silently fixed. This delay can expose OSS users to risks as malicious parties might exploit the software before fixes…

Software Engineering · Computer Science 2024-09-26 Xu Yang , Shaowei Wang , Jiayuan Zhou , Xing Hu

Estimating software testability can crucially assist software managers to optimize test budgets and software quality. In this paper, we propose a new approach that radically differs from the traditional approach of pursuing testability…

Software Engineering · Computer Science 2023-08-01 Luca Guglielmo , Leonardo Mariani , Giovanni Denaro

Code reuse in software development frequently facilitates the spread of vulnerabilities, making the scope of affected software in CVE reports imprecise. Traditional methods primarily focus on identifying reused vulnerability code within…

Software Engineering · Computer Science 2024-11-28 Siyuan Li , Yuekang Li , Zuxin Chen , Chaopeng Dong , Yongpan Wang , Hong Li , Yongle Chen , Hongsong Zhu

Generative Pre-Trained Transformer models have been shown to be surprisingly effective at a variety of natural language processing tasks -- including generating computer code. We evaluate the effectiveness of open source GPT models for the…

Cryptography and Security · Computer Science 2024-08-02 Elijah Pelofske , Vincent Urias , Lorie M. Liebrock