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The proliferation of software vulnerabilities poses a significant challenge for security databases and analysts tasked with their timely identification, classification, and remediation. With the National Vulnerability Database (NVD)…

Cryptography and Security · Computer Science 2024-03-05 Daniel Alfasi , Tal Shapira , Anat Bremler Barr

The increasing prevalence of software vulnerabilities highlights the need for effective Automatic Vulnerability Repair (AVR) tools. While LLM-based approaches are promising, they struggle to incorporate structured security knowledge from…

Cryptography and Security · Computer Science 2026-05-08 Jia Li , Zhuangbin Chen , Yuxin Su , Michael R. Lyu

In this paper, we analyze the Common Platform Enumeration (CPE) dictionary and the Common Vulnerabilities and Exposures (CVE) feeds. These repositories are widely used in Vulnerability Management Systems (VMSs) to check for known…

Cryptography and Security · Computer Science 2017-05-16 Luis Alberto Benthin Sanguino , Rafael Uetz

Software vulnerabilities are commonly exploited as attack vectors in cyberattacks. Hence, it is crucial to identify vulnerable software configurations early to apply preventive measures. Effective vulnerability detection relies on…

Cryptography and Security · Computer Science 2024-12-24 Devesh Sawant , Manjesh K. Hanawal , Atul Kabra

Software vulnerabilities continue to pose significant threats to modern information systems, requiring a timely and accurate risk assessment. Public repositories, such as the National Vulnerability Database and CVE details, are regularly…

Cryptography and Security · Computer Science 2026-04-09 Luat Do , Jiao Yin , Jinli Cao , Hua Wang

With the drastic increase in the number of new vulnerabilities in the National Vulnerability Database (NVD) every year, the workload for NVD analysts to associate the Common Platform Enumeration (CPE) with the Common Vulnerabilities and…

Cryptography and Security · Computer Science 2024-05-24 Wanyu Hu , Vrizlynn L. L. Thing

Software vulnerabilities have been continually disclosed and documented. An important practice in documenting vulnerabilities is to describe the key vulnerability aspects, such as vulnerability type, root cause, affected product, impact,…

Software Engineering · Computer Science 2020-08-07 Hao Guo , Zhenchang Xing , Xiaohong Li

Data-driven research on the automated discovery and repair of security vulnerabilities in source code requires comprehensive datasets of real-life vulnerable code and their fixes. To assist in such research, we propose a method to…

Software Engineering · Computer Science 2022-02-08 Guru Prasad Bhandari , Amara Naseer , Leon Moonen

Software vulnerabilities can pose severe harms to a computing system. They can lead to system crash, privacy leakage, or even physical damage. Correctly identifying vulnerabilities among enormous software codes in a timely manner is so far…

Cryptography and Security · Computer Science 2022-11-24 Jin Wang , Hui Xiao , Shuwen Zhong , Yinhao Xiao

Detecting vulnerabilities in source code remains critical yet challenging, as conventional static analysis tools construct inaccurate program representations, while existing LLM-based approaches often miss essential vulnerability context…

Software Engineering · Computer Science 2026-04-14 Yiheng Cao , Yihao Chen , Xin Hu , Bihuan Chen , Jiayi Deng , Zhuotong Zhou , Susheng Wu , Yiheng Huang , Xueying Du , Xingman Chen , Miaohua Li , Xin Peng

The automatic detection of software vulnerabilities is an important research problem. However, existing solutions to this problem rely on human experts to define features and often miss many vulnerabilities (i.e., incurring high false…

Cryptography and Security · Computer Science 2018-01-08 Zhen Li , Deqing Zou , Shouhuai Xu , Xinyu Ou , Hai Jin , Sujuan Wang , Zhijun Deng , Yuyi Zhong

Applying security patches in open source software timely is critical for ensuring the security of downstream applications. However, it is challenging to apply these patches promptly because notifications of patches are often incomplete and…

Cryptography and Security · Computer Science 2024-06-11 Tianyu Chen , Lin Li , Taotao Qian , Jingyi Liu , Wei Yang , Ding Li , Guangtai Liang , Qianxiang Wang , Tao Xie

Weaknesses in computer systems such as faults, bugs and errors in the architecture, design or implementation of software provide vulnerabilities that can be exploited by attackers to compromise the security of a system. Common Weakness…

Machine Learning · Computer Science 2021-02-24 Siddhartha Shankar Das , Edoardo Serra , Mahantesh Halappanavar , Alex Pothen , Ehab Al-Shaer

AI-based solutions demonstrate remarkable results in identifying vulnerabilities in software, but research has consistently found that this performance does not generalize to unseen codebases. In this paper, we specifically investigate the…

Cryptography and Security · Computer Science 2025-10-08 Rijha Safdar , Danyail Mateen , Syed Taha Ali , M. Umer Ashfaq , Wajahat Hussain

Vulnerability Detection (VD) using machine learning faces a significant challenge: the vast diversity of vulnerability types. Each Common Weakness Enumeration (CWE) represents a unique category of vulnerabilities with distinct…

Cryptography and Security · Computer Science 2024-08-06 Syafiq Al Atiiq , Christian Gehrmann , Kevin Dahlén , Karim Khalil

Software vulnerability detection (SVD) is a critical challenge in modern systems. Large language models (LLMs) offer natural-language explanations alongside predictions, but most work focuses on binary evaluation, and explanations often…

Software Engineering · Computer Science 2026-02-12 Samal Mukhtar , Yinghua Yao , Zhu Sun , Mustafa Mustafa , Yew Soon Ong , Youcheng Sun

Software vulnerabilities pose critical security and risk concerns for many software systems. Many techniques have been proposed to effectively assess and prioritize these vulnerabilities before they cause serious consequences. To evaluate…

Cryptography and Security · Computer Science 2024-09-25 Bonan Ruan , Jiahao Liu , Weibo Zhao , Zhenkai Liang

Accurate mapping between Common Vulnerabilities and Exposures (CVE) and Common Weakness Enumeration (CWE) entries is critical for effective vulnerability management and risk assessment. However, public databases, such as the National…

Cryptography and Security · Computer Science 2026-04-27 Sevval Simsek , Varsha Athreya , David Starobinski

Vulnerabilities in software security can remain undiscovered even after being exploited. Linking attacks to vulnerabilities helps experts identify and respond promptly to the incident. This paper introduces VULDAT, a classification tool…

Cryptography and Security · Computer Science 2024-07-12 Refat Othman , Bruno Rossi , Barbara Russo

The exponential growth of Common Vulnerabilities and Exposures (CVE) disclosures poses significant challenges for enterprise security management, necessitating automated and quantitative risk assessment methodologies. Existing vulnerability…

Cryptography and Security · Computer Science 2026-04-09 Wanru Shao
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