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In the domain of security, vulnerabilities frequently remain undetected even after their exploitation. In this work, vulnerabilities refer to publicly disclosed flaws documented in Common Vulnerabilities and Exposures (CVE) reports.…

密码学与安全 · 计算机科学 2025-09-05 Refat Othman , Diaeddin Rimawi , Bruno Rossi , Barbara Russo

Modern infrastructures rely on software systems that remain vulnerable to cyberattacks. These attacks frequently exploit vulnerabilities documented in repositories such as MITRE's Common Vulnerabilities and Exposures (CVE). However, Cyber…

密码学与安全 · 计算机科学 2026-02-27 Refat Othman

Identifying the vulnerabilities exploited during cyberattacks is essential for enabling timely responses and effective mitigation in software security. This paper directly examines the process of predicting software vulnerabilities,…

密码学与安全 · 计算机科学 2026-02-24 Refat Othman , Diaeddin Rimawi , Bruno Rossi , Barbara Russo

Recently, deep learning techniques have garnered substantial attention for their ability to identify vulnerable code patterns accurately. However, current state-of-the-art deep learning models, such as Convolutional Neural Networks (CNN),…

密码学与安全 · 计算机科学 2023-02-24 Marwan Omar

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

Preventing vulnerability exploits is a critical software maintenance task, and software engineers often rely on Common Vulnerability and Exposure (CVEs) reports for information about vulnerable systems and libraries. These reports include…

软件工程 · 计算机科学 2019-10-01 Danielle Gonzalez , Holly Hastings , Mehdi Mirakhorli

The rapid increase in cybersecurity vulnerabilities necessitates automated tools for analyzing and classifying vulnerability reports. This paper presents a novel Vulnerability Report Classifier that leverages the BERT (Bidirectional Encoder…

密码学与安全 · 计算机科学 2025-03-28 Himanshu Tiwari

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

Source code vulnerability detection aims to identify inherent vulnerabilities to safeguard software systems from potential attacks. Many prior studies overlook diverse vulnerability characteristics, simplifying the problem into a binary…

密码学与安全 · 计算机科学 2024-04-16 Shangqing Liu , Wei Ma , Jian Wang , Xiaofei Xie , Ruitao Feng , Yang Liu

Due to the ever-increasing threat of cyber-attacks to critical cyber infrastructure, organizations are focusing on building their cybersecurity knowledge base. A salient list of cybersecurity knowledge is the Common Vulnerabilities and…

密码学与安全 · 计算机科学 2021-08-05 Benjamin Ampel , Sagar Samtani , Steven Ullman , Hsinchun Chen

Context: Software vulnerabilities pose a significant threat to modern software systems, as evidenced by the growing number of reported vulnerabilities and cyberattacks. These escalating trends underscore the urgent need for effective…

软件工程 · 计算机科学 2025-07-01 Siyu Chen , Jiongyi Yang , Xiang Chen , Menglin Zheng , Minnan Wei , Xiaolin Ju

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

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…

密码学与安全 · 计算机科学 2023-10-11 Mark-Oliver Stehr , Minyoung Kim

Understanding software vulnerabilities and their resolutions is crucial for securing modern software systems. This study presents a novel traceability model that links a pair of sentences describing at least one of the three types of…

软件工程 · 计算机科学 2025-03-17 Amiao Gao , Zenong Zhang , Simin Wang , Liguo Huang , Shiyi Wei , Vincent Ng

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

Vulnerability databases, such as the National Vulnerability Database (NVD), offer detailed descriptions of Common Vulnerabilities and Exposures (CVEs), but often lack information on their real-world impact, such as the tactics, techniques,…

密码学与安全 · 计算机科学 2025-10-21 Anders Mølmen Høst , Pierre Lison , Leon Moonen

Manual vulnerability scoring, such as assigning Common Vulnerability Scoring System (CVSS) scores, is a resource-intensive process that is often influenced by subjective interpretation. This study investigates the potential of…

密码学与安全 · 计算机科学 2026-01-06 Sima Jafarikhah , Daniel Thompson , Eva Deans , Hossein Siadati , Yi Liu

Open-source software (OSS) vulnerabilities are increasingly prevalent, emphasizing the importance of security patches. However, in widely used security platforms like NVD, a substantial number of CVE records still lack trace links to…

软件工程 · 计算机科学 2024-07-25 Kaixuan Li , Jian Zhang , Sen Chen , Han Liu , Yang Liu , Yixiang Chen

In software, a vulnerability is a defect in a program that attackers might utilize to acquire unauthorized access, alter system functions, and acquire information. These vulnerabilities arise from programming faults, design flaws, incorrect…

软件工程 · 计算机科学 2024-11-28 Md. Fahim Sultan , Tasmin Karim , Md. Shazzad Hossain Shaon , Mohammad Wardat , Mst Shapna Akter

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…

密码学与安全 · 计算机科学 2023-09-19 Irdin Pekaric , Michael Felderer , Philipp Steinmüller
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