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In software development, developers extensively utilize third-party libraries to avoid implementing existing functionalities. When a new third-party library vulnerability is disclosed, project maintainers need to determine whether their…

Software Engineering · Computer Science 2023-12-18 Zirui Chen , Xing Hu , Xin Xia , Yi Gao , Tongtong Xu , David Lo , Xiaohu Yang

Nowadays, software development progresses rapidly to incorporate new features. To facilitate such growth and provide convenience for developers when creating and updating software, reusing open-source software (i.e., thirdparty library…

Software Engineering · Computer Science 2024-12-02 Shangzhi Xu , Jialiang Dong , Weiting Cai , Juanru Li , Arash Shaghaghi , Nan Sun , Siqi Ma

Developers often build software on top of third-party libraries (Libs) to improve productivity, but these libraries may contain vulnerabilities that enable supply chain attacks. Existing tools detect vulnerable dependencies, yet developers…

Cryptography and Security · Computer Science 2026-03-31 Ying Zhang , Wenjia Song , Zhengjie Ji , Danfeng , Yao , Na Meng

In the life-cycle of software development, testing plays a crucial role in quality assurance. Proper testing not only increases code coverage and prevents regressions but it can also ensure that any potential vulnerabilities in the software…

Software Engineering · Computer Science 2025-06-16 Gábor Antal , Dénes Bán , Martin Isztin , Rudolf Ferenc , Péter Hegedűs

Developers create modern software applications (Apps) on top of third-party libraries (Libs). When library vulnerabilities are reachable through application code, the applications can be vulnerable to software supply chain attacks. Prior…

Cryptography and Security · Computer Science 2026-05-06 Shravya Kanchi , Xiaoyan Zang , Ying Zhang , Danfeng Yao , Na Meng

The identification of vulnerabilities is a continuous challenge in software projects. This is due to the evolution of methods that attackers employ as well as the constant updates to the software, which reveal additional issues. As a…

Cryptography and Security · Computer Science 2023-09-19 Irdin Pekaric , Michael Felderer , Philipp Steinmüller

The prevalent usage of open-source software (OSS) has led to an increased interest in resolving potential third-party security risks by fixing common vulnerabilities and exposures (CVEs). However, even with automated code analysis tools in…

Software Engineering · Computer Science 2022-11-16 Frederik L. Dennig , Eren Cakmak , Henrik Plate , Daniel A. Keim

The exploit or the Proof of Concept of the vulnerability plays an important role in developing superior vulnerability repair techniques, as it can be used as an oracle to verify the correctness of the patches generated by the tools.…

Third-party libraries are essential in software development as they prevent the need for developers to recreate existing functionalities. However, vulnerabilities within these libraries pose significant risks to dependent projects.…

Software Engineering · Computer Science 2025-04-01 Zirui Chen , Xing Hu , Puhua Sun , Xin Xia , Xiaohu Yang

The integration of open-source third-party library dependencies in Java development introduces significant security risks when these libraries contain known vulnerabilities. Existing Software Composition Analysis (SCA) tools struggle to…

Software Engineering · Computer Science 2025-07-25 Wang Lingxiang , Quanzhi Fu , Wenjia Song , Gelei Deng , Yi Liu , Dan Williams , Ying Zhang

Large Language Models (LLMs) are increasingly used for automated software development, making their ability to preserve secure coding practices critical. In practice, however, many security requirements are implicit or underspecified,…

Cryptography and Security · Computer Science 2026-05-12 Yue Li , Xiao Li , Hao Wu , Yue Zhang , Yechao Zhang , Yating Liu , Fengyuan Xu , Sheng Zhong

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

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

Developers utilize third-party libraries to improve productivity, which also introduces potential security risks. Existing approaches generate tests for public functions to trigger library vulnerabilities from client programs, yet they…

Cryptography and Security · Computer Science 2026-04-07 Yukai Zhao , Menghan Wu , Xing Hu , Shaohua Wang , Meng Luo , Xin Xia

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

The significant increase in software production driven by automation and faster development lifecycles has resulted in a corresponding surge in software vulnerabilities. In parallel, the evolving landscape of software vulnerability…

Cryptography and Security · Computer Science 2024-08-30 Yuejun Guo , Constantinos Patsakis , Qiang Hu , Qiang Tang , Fran Casino

To address security vulnerabilities arising from third-party libraries, security researchers maintain databases monitoring and curating vulnerability reports. Application developers can identify vulnerable libraries by directly querying the…

Cryptography and Security · Computer Science 2023-11-20 Tianyu Chen , Lin Li , Bingjie Shan , Guangtai Liang , Ding Li , Qianxiang Wang , Tao Xie

Code Pre-trained Models (CodePTMs) based vulnerability detection have achieved promising results over recent years. However, these models struggle to generalize as they typically learn superficial mapping from source code to labels instead…

Cryptography and Security · Computer Science 2024-06-07 Xiaohu Du , Ming Wen , Jiahao Zhu , Zifan Xie , Bin Ji , Huijun Liu , Xuanhua Shi , Hai Jin

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

While automated vulnerability detection techniques have made promising progress in detecting security vulnerabilities, their scalability and applicability remain challenging. The remarkable performance of Large Language Models (LLMs), such…

Cryptography and Security · Computer Science 2024-10-24 Avishree Khare , Saikat Dutta , Ziyang Li , Alaia Solko-Breslin , Rajeev Alur , Mayur Naik
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