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This paper presents an evaluation of the code representation model Code2vec when trained on the task of detecting security vulnerabilities in C source code. We leverage the open-source library astminer to extract path-contexts from the…

Cryptography and Security · Computer Science 2021-06-04 David Coimbra , Sofia Reis , Rui Abreu , Corina Păsăreanu , Hakan Erdogmus

Third-party libraries like Log4j accelerate software application development but introduce substantial risk. Vulnerabilities in these libraries have led to Software Supply Chain (SSC) attacks that compromised resources within the host…

Cryptography and Security · Computer Science 2024-12-23 Paschal C. Amusuo , Kyle A. Robinson , Tanmay Singla , Huiyun Peng , Aravind Machiry , Santiago Torres-Arias , Laurent Simon , James C. Davis

This paper is an introductory discussion on the cause of open source software vulnerabilities, their importance in the cybersecurity ecosystem, and a selection of detection methods. A recent application security report showed 44% of…

Cryptography and Security · Computer Science 2022-03-31 Stuart Millar

Understanding how software defects manifest and evolve in production environments is critical for improving reliability. While previous research has largely focused on pre-release defects, the nature of residual faults, i.e., those escaping…

Software Engineering · Computer Science 2026-04-30 Domenico Cotroneo , Giuseppe De Rosa , Cristina Improta , Benedetta Gaia Varriale

Test-based automated program repair has been a prolific field of research in software engineering in the last decade. Many approaches have indeed been proposed, which leverage test suites as a weak, but affordable, approximation to program…

Modern software design practice implies widespread use in the development of ready-made components, usually designed as external libraries. The undoubted advantages of reusing third-party code can be offset by integration errors that appear…

Software Engineering · Computer Science 2022-02-09 Vladislav Feofilaktov , Vladimir Itsykson

With the increasing release of powerful language models trained on large code corpus (e.g. CodeBERT was trained on 6.4 million programs), a new family of mutation testing tools has arisen with the promise to generate more "natural" mutants…

Software Engineering · Computer Science 2023-03-09 Aayush Garg , Renzo Degiovanni , Mike Papadakis , Yves Le Traon

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

Automatic test generation aims to save developers time and effort by producing test suites with reasonably high coverage and fault detection. However, the focus of search-based generation tools in maximizing coverage leaves other…

Software Engineering · Computer Science 2025-04-11 Geraldine Galindo-Gutierrez

Large language models (LLMs) are now largely involved in software development workflows, and the code they generate routinely includes third-party library (TPL) imports annotated with specific version identifiers. These version choices can…

Software Engineering · Computer Science 2026-05-08 Chengjie Wang , Jingzheng Wu , Xiang Ling , Tianyue Luo , Chen Zhao

Although modern vulnerability detection tools enable developers to efficiently identify numerous security flaws, indiscriminate remediation efforts often lead to superfluous development expenses. This is particularly true given that a…

Software Engineering · Computer Science 2025-06-26 Hao Shen , Ming Hu , Xiaofei Xie , Jiaye Li , Mingsong Chen

Version control systems are commonly used to manage open-source software, in which each commit may introduce new vulnerabilities or fix existing ones. Researchers have developed various tools for detecting vulnerabilities in code commits,…

Software Engineering · Computer Science 2025-01-08 Zhaonan Wu , Yanjie Zhao , Chen Wei , Zirui Wan , Yue Liu , Haoyu Wang

Software testing is the important phase of software development process. But, this phase can be easily missed by software developers because of their limited time to complete the project. Since, software developers finish their software…

Software Engineering · Computer Science 2010-02-11 Mrs. R. Jeevarathinam , Dr. Antony Selvadoss Thanamani

Software vulnerabilities are now reported at an unprecedented speed due to the recent development of automated vulnerability hunting tools. However, fixing vulnerabilities still mainly depends on programmers' manual efforts. Developers need…

Cryptography and Security · Computer Science 2022-03-23 Jianlei Chi , Yu Qu , Ting Liu , Qinghua Zheng , Heng Yin

Code translation is crucial for cross-language codebase migration, and large language models (LLMs) have emerged as a promising technique to automate this process. However, the security implications of using LLMs for code translation remain…

Cryptography and Security · Computer Science 2025-12-09 Hailong Chang , Guozhu Meng , Shuhui Xiao , Kai Chen , Kun Sun , Yilin Li

Currently, little is known about the structure of the Cargo ecosystem and the potential for vulnerability propagation. Many empirical studies generalize third-party dependency governance strategies from a single software ecosystem to other…

Cryptography and Security · Computer Science 2022-10-17 Peiyang Jia , Chengwei Liu , Hongyu Sun , Chengyi Sun , Mianxue Gu , Yang Liu , Yuqing Zhang

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

Software vulnerabilities are major risks to software systems. Recently, researchers have proposed many deep learning approaches to detect software vulnerabilities. However, their accuracy is limited in practice. One of the main causes is…

Software Engineering · Computer Science 2025-11-13 Zeru Cheng , Yanjing Yang , He Zhang , Lanxin Yang , Jinghao Hu , Jinwei Xu , Bohan Liu , Haifeng Shen

The increasing complexity of modern software systems has led to a rise in vulnerabilities that malicious actors can exploit. Traditional methods of vulnerability detection, such as static and dynamic analysis, have limitations in…

Software Engineering · Computer Science 2025-04-01 Amanpreet Singh Saimbhi

Robustness is a key concern for Rust library development because Rust promises no risks of undefined behaviors if developers use safe APIs only. Fuzzing is a practical approach for examining the robustness of programs. However, existing…

Software Engineering · Computer Science 2021-10-25 Jianfeng Jiang , Hui Xu , Yangfan Zhou