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Open-source software (OSS) has experienced a surge in popularity, attributed to its collaborative development model and cost-effective nature. However, the adoption of specific software versions in development projects may introduce…

Software Engineering · Computer Science 2025-08-15 Yiran Cheng , Ting Zhang , Lwin Khin Shar , Shouguo Yang , Chaopeng Dong , David Lo , Shichao Lv , Zhiqiang Shi , Limin Sun

Open-source libraries are widely used by software developers to speed up the development of products, however, they can introduce security vulnerabilities, leading to incidents like Log4Shell. With the expanding usage of open-source…

Open-source software (OSS) vulnerabilities are increasingly prevalent, emphasizing the importance of security patches. However, in widely used security platforms like NVD, a substantial number of CVE records still lack trace links to…

Software Engineering · Computer Science 2024-07-25 Kaixuan Li , Jian Zhang , Sen Chen , Han Liu , Yang Liu , Yixiang Chen

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

Detecting software vulnerabilities is critical to ensuring the security and reliability of modern computer systems. Deep neural networks have shown promising results on vulnerability detection, but they lack the capability to capture global…

Cryptography and Security · Computer Science 2026-04-02 Sameer Shaik , Zhen Huang , Daniela Stan Raicu , Jacob Furst

Identifying the impact scope and scale is critical for software supply chain vulnerability assessment. However, existing studies face substantial limitations. First, prior studies either work at coarse package-level granularity, producing…

Software Engineering · Computer Science 2025-10-10 Bonan Ruan , Zhiwei Lin , Jiahao Liu , Chuqi Zhang , Kaihang Ji , Zhenkai Liang

Previous learning-based vulnerability detection methods relied on either medium-sized pre-trained models or smaller neural networks from scratch. Recent advancements in Large Pre-Trained Language Models (LLMs) have showcased remarkable…

Software Engineering · Computer Science 2024-01-30 Xin Zhou , Ting Zhang , David Lo

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

In cybersecurity, vulnerability assessment has typically focused on identifying and measuring vulnerabilities within digital assets and technical infrastructures. However, there is growing recognition that this approach alone is inadequate…

The large body of existing research in Test Case Prioritization (TCP) techniques, can be broadly classified into two categories: dynamic techniques (that rely on run-time execution information) and static techniques (that operate directly…

Software Engineering · Computer Science 2018-01-19 Qi Luo , Kevin Moran , Denys Poshyvanyk

Software Composition Analysis (SCA) has become pivotal in addressing vulnerabilities inherent in software project dependencies. In particular, reachability analysis is increasingly used in Open-Source Software (OSS) projects to identify…

Software Engineering · Computer Science 2025-06-25 Lyuye Zhang , Jian Zhang , Kaixuan Li , Chong Wang , Chengwei Liu , Jiahui Wu , Sen Chen , Yaowen Zheng , Yang Liu

Implementing software security practices is a critical concern in modern software development. Industry practitioners, security tool providers, and researchers have provided standard security guidelines and sophisticated security…

Software Engineering · Computer Science 2022-05-26 Enrique Larios-Vargas , Omar Elazhary , Soroush Yousefi , Derek Lowlind , Michael L. W. Vliek , Margaret-Anne Storey

As large language models (LLMs) are increasingly adopted for code vulnerability detection, their reliability and robustness across diverse vulnerability types have become a pressing concern. In traditional adversarial settings, code…

Cryptography and Security · Computer Science 2025-12-19 Xiao Li , Yue Li , Hao Wu , Yue Zhang , Yechao Zhang , Fengyuan Xu , Sheng Zhong

Deep learning (DL) models have become increasingly popular in identifying software vulnerabilities. Prior studies found that vulnerabilities across different vulnerable programs may exhibit similar vulnerable scopes, implicitly forming…

Cryptography and Security · Computer Science 2023-06-13 Michael Fu , Trung Le , Van Nguyen , Chakkrit Tantithamthavorn , Dinh Phung

Web applications are becoming more ubiquitous. All manner of physical devices are now connected and often have a variety of web applications and web-interfaces. This proliferation of web applications has been accompanied by an increase in…

Cryptography and Security · Computer Science 2022-09-19 Onyeka Ezenwoye , Yi Liu

Testing of software or software-based systems and services is considered as one of the most effort-consuming activities in the lifecycle. This applies especially to those domains where highly iterative development and continuous integration…

Software Engineering · Computer Science 2013-12-05 Frank Elberzhager , Jürgen Münch

Context: Static Application Security Testing (SAST) and Runtime Application Security Protection (RASP) are important and complementary techniques used for detecting and enforcing application-level security policies in web applications.…

Programming Languages · Computer Science 2021-07-16 Angel Luis Scull Pupo , Jens Nicolay , Elisa Gonzalez Boix

Digital proximity tracing (DPT) for Sars-CoV-2 pandemic mitigation is a complex intervention with the primary goal to notify app users about possible risk exposures to infected persons. Policymakers and DPT operators need to know whether…

This paper presents the source code analysis of a file reader server socket program (connection-oriented sockets) developed in Java, to illustrate the identification, impact analysis and solutions to remove five important software security…

Cryptography and Security · Computer Science 2014-12-02 Natarajan Meghanathan

As software becomes increasingly complex and prone to vulnerabilities, automated vulnerability detection is critically important, yet challenging. Given the significant successes of large language models (LLMs) in various tasks, there is…

Artificial Intelligence · Computer Science 2023-12-25 Zeyu Gao , Hao Wang , Yuchen Zhou , Wenyu Zhu , Chao Zhang