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Software security is becoming a high priority for both large companies and start-ups alike due to the increasing potential for harm that vulnerabilities and breaches carry with them. However, attaining robust security assurance while…

Software Engineering · Computer Science 2019-08-06 David N. Palacio , Daniel McCrystal , Kevin Moran , Carlos Bernal-Cárdenas , Denys Poshyvanyk , Chris Shenefiel

Automated Vulnerability Repair (AVR) systems, especially those leveraging large language models (LLMs), have demonstrated promising results in patching vulnerabilities -- that is, if we trust their patch validation methodology. Ground-truth…

Software Engineering · Computer Science 2026-03-23 Zheng Yu , Wenxuan Shi , Xinqian Sun , Zheyun Feng , Meng Xu , Xinyu Xing

Cyber-security vulnerabilities are usually published in form of short natural language descriptions (e.g., in form of MITRE's CVE list) that over time are further manually enriched with labels such as those defined by the Common…

Cryptography and Security · Computer Science 2023-10-11 Mark-Oliver Stehr , Minyoung Kim

In recent years, more vulnerabilities have been discovered every day, while manual vulnerability repair requires specialized knowledge and is time-consuming. As a result, many detected or even published vulnerabilities remain unpatched,…

Software Engineering · Computer Science 2025-04-11 Zhengyao Liu , Yunlong Ma , Jingxuan Xu , Junchen Ai , Xiang Gao , Hailong Sun , Abhik Roychoudhury

Software and systems traceability is widely accepted as an essential element for supporting many software development tasks. Today's version control systems provide inbuilt features that allow developers to tag each commit with one or more…

Software Engineering · Computer Science 2018-04-10 Michael Rath , Jacob Rendall , Jin L. C. Guo , Jane Cleland-Huang , Patrick Maeder

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

Visual programs are executable code generated by large language models to address visual reasoning problems. They decompose complex questions into multiple reasoning steps and invoke specialized models for each step to solve the problems.…

Computation and Language · Computer Science 2024-10-07 Xueqing Wu , Zongyu Lin , Songyan Zhao , Te-Lin Wu , Pan Lu , Nanyun Peng , Kai-Wei Chang

Large language models are becoming pervasive core components in many real-world applications. As a consequence, security alignment represents a critical requirement for their safe deployment. Although previous related works focused…

Cryptography and Security · Computer Science 2026-03-24 Marco Arazzi , Vignesh Kumar Kembu , Antonino Nocera

Automatic patch generation can significantly reduce the window of exposure after a vulnerability is disclosed. Towards this goal, a long-standing problem has been that of patch localization: to find a program point at which a patch can be…

Cryptography and Security · Computer Science 2020-08-12 Shiqi Shen , Aashish Kolluri , Zhen Dong , Prateek Saxena , Abhik Roychoudhury

The escalating complexity of modern computing frameworks has resulted in a surge in the cybersecurity vulnerabilities reported to the National Vulnerability Database (NVD) by practitioners. Despite the fact that the stature of NVD is one of…

The number of newly published vulnerabilities is constantly increasing. Until now, the information available when a new vulnerability is published is manually assessed by experts using a Common Vulnerability Scoring System (CVSS) vector and…

Cryptography and Security · Computer Science 2022-10-06 Philipp Kuehn , David N. Relke , Christian Reuter

With the increase in software vulnerabilities that cause significant economic and social losses, automatic vulnerability detection has become essential in software development and maintenance. Recently, large language models (LLMs) like GPT…

Software Engineering · Computer Science 2024-04-15 Chenyuan Zhang , Hao Liu , Jiutian Zeng , Kejing Yang , Yuhong Li , Hui Li

With the growing interest on Large Language Models (LLMs) for fault localization and program repair, ensuring the integrity and generalizability of the LLM-based methods becomes paramount. The code in existing widely-adopted benchmarks for…

Software Engineering · Computer Science 2023-10-26 Yonghao Wu , Zheng Li , Jie M. Zhang , Yong Liu

Linking issue reports to the commits that resolve them is essential for software traceability, maintenance, and evolution. Accurate issue-commit links help developers to understand system changes and the rationale behind them. While…

Software Engineering · Computer Science 2026-05-04 Cole Morgan , Muhammad Asaduzzaman , Shaiful Chowdhurry , Shaowei Wang

With the continuous growth in the scale and complexity of software systems, defect remediation has become increasingly difficult and costly. Automated defect prediction tools can proactively identify software changes prone to defects within…

Software Engineering · Computer Science 2025-05-14 Liguo Ji , Chenchen Li , Shenglin Wang , Furui Zhan

The use of large language models for code generation is a rapidly growing trend in software development. However, without effective methods for ensuring the correctness of generated code, this trend could lead to undesirable outcomes. In…

Artificial Intelligence · Computer Science 2024-11-19 Chuyue Sun , Ying Sheng , Oded Padon , Clark Barrett

Large Language Models (LLMs) can generate code but often introduce security vulnerabilities, logical inconsistencies, and compilation errors. Prior work demonstrates that LLMs benefit substantially from structured feedback, static analysis,…

Cryptography and Security · Computer Science 2026-01-05 Vidyut Sriram , Sawan Pandita , Achintya Lakshmanan , Aneesh Shamraj , Suman Saha

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

Code vulnerability detection is crucial for ensuring the security and reliability of modern software systems. Recently, Large Language Models (LLMs) have shown promising capabilities in this domain. However, notable discrepancies in…

Software Engineering · Computer Science 2025-09-19 Zhihong Sun , Jia Li , Yao Wan , Chuanyi Li , Hongyu Zhang , Zhi jin , Ge Li , Hong Liu , Chen Lyu , Songlin Hu

Software vulnerabilities, caused by unintentional flaws in source codes, are the main root cause of cyberattacks. Source code static analysis has been used extensively to detect the unintentional defects, i.e. vulnerabilities, introduced…

Cryptography and Security · Computer Science 2022-11-17 Arash Mahyari
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