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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)…

密码学与安全 · 计算机科学 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…

密码学与安全 · 计算机科学 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…

密码学与安全 · 计算机科学 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…

密码学与安全 · 计算机科学 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…

密码学与安全 · 计算机科学 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…

密码学与安全 · 计算机科学 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,…

软件工程 · 计算机科学 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…

软件工程 · 计算机科学 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…

密码学与安全 · 计算机科学 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…

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…

密码学与安全 · 计算机科学 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…

密码学与安全 · 计算机科学 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…

机器学习 · 计算机科学 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…

密码学与安全 · 计算机科学 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…

密码学与安全 · 计算机科学 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…

软件工程 · 计算机科学 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…

密码学与安全 · 计算机科学 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…

密码学与安全 · 计算机科学 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…

密码学与安全 · 计算机科学 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…

密码学与安全 · 计算机科学 2026-04-09 Wanru Shao
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