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Related papers: A Ground-Truth-Based Evaluation of Vulnerability D…

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Software vulnerabilities pose significant security challenges and potential risks to society, necessitating extensive efforts in automated vulnerability detection. There are two popular lines of work to address automated vulnerability…

Software Engineering · Computer Science 2024-07-24 Xin Zhou , Duc-Manh Tran , Thanh Le-Cong , Ting Zhang , Ivana Clairine Irsan , Joshua Sumarlin , Bach Le , David Lo

Software vulnerabilities are a serious and crucial concern. Typically, in a program or function consisting of hundreds or thousands of source code statements, there are only a few statements causing the corresponding vulnerabilities. Most…

Cryptography and Security · Computer Science 2024-06-13 Van Nguyen , Trung Le , Chakkrit Tantithamthavorn , Michael Fu , John Grundy , Hung Nguyen , Seyit Camtepe , Paul Quirk , Dinh Phung

As the number of Common Vulnerabilities and Exposures (CVE) continues to grow exponentially, security teams face increasingly difficult decisions about prioritization. Current approaches using Common Vulnerability Scoring System (CVSS)…

Cryptography and Security · Computer Science 2026-03-05 Naoyuki Shimizu , Masaki Hashimoto

It is increasingly suggested to identify Software Vulnerabilities (SVs) in code commits to give early warnings about potential security risks. However, there is a lack of effort to assess vulnerability-contributing commits right after they…

Software Engineering · Computer Science 2021-08-19 Triet H. M. Le , David Hin , Roland Croft , M. Ali Babar

The rapid adoption of blockchain technology highlighted the importance of ensuring the security of smart contracts due to their critical role in automated business logic execution on blockchain platforms. This paper provides an empirical…

Software Engineering · Computer Science 2026-05-19 Francesco Salzano , Cosmo Kevin Antenucci , Simone Scalabrino , Giovanni Rosa , Rocco Oliveto , Remo Pareschi

Open source software (OSS) vulnerabilities threaten the security of software systems that use OSS. Vulnerability databases provide valuable information (e.g., vulnerable version and patch) to mitigate OSS vulnerabilities. There arises a…

Software Engineering · Computer Science 2023-10-03 Congying Xu , Bihuan Chen , Chenhao Lu , Kaifeng Huang , Xin Peng , Yang Liu

Similar vulnerability repeats in real-world software products because of code reuse, especially in wildly reused third-party code and libraries. Detecting repeating vulnerabilities like 1-day and N-day vulnerabilities is an important cyber…

Cryptography and Security · Computer Science 2024-01-19 Zian Liu , Lei Pan , Chao Chen , Ejaz Ahmed , Shigang Liu , Jun Zhang , Dongxi Liu

Reliable evaluation of AI systems remains a fundamental challenge when ground truth labels are unavailable, particularly for systems generating natural language outputs like AI chat and agent systems. Many of these AI agents and systems…

Machine Learning · Statistics 2025-11-05 Kaihua Ding

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 utilization of third-party open-source libraries is widespread in modern software development. Due to the dependency relationships, vulnerabilities within open-source libraries pose significant security threats to downstream software.…

Software Engineering · Computer Science 2026-05-07 Liyou Chen , Hailong Sun , Xiang Gao , Lin Shi , Yixin Yang , Yi Xu

To identify security vulnerabilities in Android applications, numerous static application security testing (SAST) tools have been proposed. However, it poses significant challenges to assess their overall performance on diverse…

Software Engineering · Computer Science 2024-10-29 Jingyun Zhu , Kaixuan Li , Sen Chen , Lingling Fan , Junjie Wang , Xiaofei Xie

Open-source software (OSS) vulnerability management process is important nowadays, as the number of discovered OSS vulnerabilities is increasing over time. Monitoring vulnerability-fixing commits is a part of the standard process to prevent…

Cryptography and Security · Computer Science 2022-09-08 Truong Giang Nguyen , Thanh Le-Cong , Hong Jin Kang , Xuan-Bach D. Le , David Lo

Computer-based systems have solved several domain problems, including industrial, military, education, and wearable. Nevertheless, such arrangements need high-quality software to guarantee security and safety as both are mandatory for…

The increasing complexity of software has led to the steady growth of vulnerabilities. Vulnerability repair investigates how to fix software vulnerabilities. Manual vulnerability repair is labor-intensive and time-consuming because it…

Software Engineering · Computer Science 2025-06-16 Yiwei Hu , Zhen Li , Kedie Shu , Shenghua Guan , Deqing Zou , Shouhuai Xu , Bin Yuan , Hai Jin

CONTEXT: Applying vulnerability detection techniques is one of many tasks using the limited resources of a software project. OBJECTIVE: The goal of this research is to assist managers and other decision-makers in making informed choices…

Software Engineering · Computer Science 2022-08-03 Sarah Elder , Nusrat Zahan , Rui Shu , Monica Metro , Valeri Kozarev , Tim Menzies , Laurie Williams

Large language models are increasingly used to produce runnable software. In practice, security is often addressed through a Detect--Repair--Verify (DRV) loop that detects issues, applies fixes, and verifies the result. This work studies…

Software Engineering · Computer Science 2026-03-03 Cheng Cheng

Context: Mining software repositories is a popular means to gain insights into a software project's evolution, monitor project health, support decisions and derive best practices. Tools supporting the mining process are commonly applied by…

Software Engineering · Computer Science 2025-11-13 Nicole Hoess , Carlos Paradis , Rick Kazman , Wolfgang Mauerer

Python applications depend on third-party native libraries that may be vendored within package distributions or installed on the host system. When vulnerabilities are discovered in these native libraries, determining which Python packages…

Deep learning (DL) techniques are on the rise in the software engineering research community. More and more approaches have been developed on top of DL models, also due to the unprecedented amount of software-related data that can be used…

Software Engineering · Computer Science 2021-03-23 Alejandro Mazuera-Rozo , Anamaria Mojica-Hanke , Mario Linares-Vásquez , Gabriele Bavota

Software security mainly studies vulnerability detection: is my code vulnerable today? This hinders risk estimation, so new approaches are emerging to forecast the occurrence of future vulnerabilities. While useful, these approaches are…

Software Engineering · Computer Science 2024-11-19 Carlos E. Budde , Ranindya Paramitha , Fabio Massacci