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The growing trend of vulnerability issues in software development as a result of a large dependence on open-source projects has received considerable attention recently. This paper investigates the effectiveness of Large Language Models…

Software Engineering · Computer Science 2024-09-17 Shaznin Sultana , Sadia Afreen , Nasir U. Eisty

Evaluation harnesses are software systems that orchestrate model evaluation by managing model invocation, data loading, metric computation, and result reporting. Despite their critical role in machine learning infrastructure, their…

Software Engineering · Computer Science 2026-05-26 Zhimin Zhao , Zehao Wang , Abdul Ali Bangash , Bram Adams , Ahmed E. Hassan

In cybersecurity, security analysts constantly face the challenge of mitigating newly discovered vulnerabilities in real-time, with over 300,000 vulnerabilities identified since 1999. The sheer volume of known vulnerabilities complicates…

Cryptography and Security · Computer Science 2026-01-26 Reza Fayyazi , Stella Hoyos Trueba , Michael Zuzak , Shanchieh Jay Yang

Large Language Models (LLMs) and their agent systems have recently demonstrated strong potential in automating code reasoning and vulnerability detection. However, when applied to large-scale firmware, their performance degrades due to the…

Cryptography and Security · Computer Science 2025-11-25 Xiangrui Zhang , Zeyu Chen , Haining Wang , Qiang Li

Open Source Software (OSS) security and resilience are worldwide phenomena hampering economic and technological innovation. OSS vulnerabilities can cause unauthorized access, data breaches, network disruptions, and privacy violations,…

Software Engineering · Computer Science 2024-01-17 Nafis Tanveer Islam , Gonzalo De La Torre Parra , Dylan Manual , Murtuza Jadliwala , Peyman Najafirad

Cyber vulnerability management is a critical function of a cybersecurity operations center (CSOC) that helps protect organizations against cyber-attacks on their computer and network systems. Adversaries hold an asymmetric advantage over…

Artificial Intelligence · Computer Science 2022-10-26 Soumyadeep Hore , Ankit Shah , Nathaniel D. Bastian

Code Linting tools are vital for detecting potential defects in Verilog code. However, the limitations of traditional Linting tools are evident in frequent false positives and redundant defect reports. Recent advancements in large language…

Hardware Architecture · Computer Science 2025-02-18 Zhigang Fang , Renzhi Chen , Zhijie Yang , Yang Guo , Huadong Dai , Lei Wang

Understanding software faults is essential for empirical research in software development and maintenance. However, traditional fault analysis, while valuable, typically involves multiple expert-driven steps such as collecting potential…

Software Engineering · Computer Science 2025-10-07 Jiongchi Yu , Weipeng Jiang , Xiaoyu Zhang , Qiang Hu , Xiaofei Xie , Chao Shen

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

This paper summarizes our work on characterizing application memory error vulnerability to optimize datacenter cost via Heterogeneous-Reliability Memory (HRM), which was published in DSN 2014, and examines the work's significance and future…

Distributed, Parallel, and Cluster Computing · Computer Science 2018-05-11 Yixin Luo , Sriram Govindan , Bikash Sharma , Mark Santaniello , Justin Meza , Aman Kansal , Jie Liu , Badriddine Khessib , Kushagra Vaid , Onur Mutlu

Developer turnover is inevitable on software projects and leads to knowledge loss, a reduction in productivity, and an increase in defects. Mitigation strategies to deal with turnover tend to disrupt and increase workloads for developers.…

Software Engineering · Computer Science 2023-12-29 Fahimeh Hajari , Samaneh Malmir , Ehsan Mirsaeedi , Peter C. Rigby

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

As software projects progress, quality of code assumes paramount importance as it affects reliability, maintainability and security of software. For this reason, static analysis tools are used in developer workflows to flag code quality…

There is a growing body of malware samples that evade automated analysis and detection tools. Malware may measure fingerprints ("artifacts") of the underlying analysis tool or environment and change their behavior when artifacts are…

Cryptography and Security · Computer Science 2021-01-20 Mohsen Ahmadi , Kevin Leach , Ryan Dougherty , Stephanie Forrest , Westley Weimer

The increasing reliance on software in various applications has made the problem of software vulnerability detection more critical. Software vulnerabilities can lead to security breaches, data theft, and other negative outcomes. Traditional…

Software Engineering · Computer Science 2025-12-16 Saadh Jawwadh , Guhanathan Poravi

With their increasing capabilities, Large Language Models (LLMs) are now used across many industries. They have become useful tools for software engineers and support a wide range of development tasks. As LLMs are increasingly used in…

Machine Learning · Computer Science 2026-03-17 Marc Damie , Murat Bilgehan Ertan , Domenico Essoussi , Angela Makhanu , Gaëtan Peter , Roos Wensveen

Each year, thousands of software vulnerabilities are discovered and reported to the public. Unpatched known vulnerabilities are a significant security risk. It is imperative that software vendors quickly provide patches once vulnerabilities…

Cryptography and Security · Computer Science 2017-07-26 Benjamin L. Bullough , Anna K. Yanchenko , Christopher L. Smith , Joseph R. Zipkin

Software security vulnerabilities can lead to severe consequences, making early detection essential. Although code review serves as a critical defense mechanism against security flaws, relevant feedback remains scarce due to limited…

Software Engineering · Computer Science 2026-01-06 Zixiao Zhao , Yanjie Jiang , Hui Liu , Kui Liu , Lu Zhang

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

Malicious software is an integral part of cybercrime defense. Due to the growing number of malicious attacks and their target sources, detecting and preventing the attack becomes more challenging due to the assault's changing behavior. The…

Cryptography and Security · Computer Science 2023-08-10 Mohammad Aziz , Ali Saeed Alfoudi