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Automated vulnerability detection research has made substantial progress, yet its real-world impact remains limited. Prior work found that current vulnerability datasets suffer from issues including label inaccuracy rates of 20%-71%,…

Software Vulnerability (SV) assessment is a crucial process of determining different aspects of SVs (e.g., attack vectors and scope) for developers to effectively prioritize efforts in vulnerability mitigation. It presents a challenging and…

Software Engineering · Computer Science 2025-01-28 Xin-Cheng Wen , Jiaxin Ye , Cuiyun Gao , Lianwei Wu , Qing Liao

In this work, we provide a metric to calculate the most significant software security weaknesses as defined by an aggregate metric of the frequency, exploitability, and impact of related vulnerabilities. The Common Weakness Enumeration…

Cryptography and Security · Computer Science 2021-04-13 Carlos Cardoso Galhardo , Peter Mell , Irena Bojanova , Assane Gueye

Machine learning-based software vulnerability detection requires high-quality datasets, which is essential for training effective models. To address challenges related to data label quality, diversity, and comprehensiveness, we constructed…

Software Engineering · Computer Science 2025-05-14 Chaomeng Lu , Tianyu Li , Toon Dehaene , Bert Lagaisse

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

Successful defense against dynamically evolving cyber threats requires advanced and sophisticated techniques. This research presents a novel approach to enhance real-time cybersecurity threat detection and response by integrating large…

Cryptography and Security · Computer Science 2025-04-02 Shuva Paul , Farhad Alemi , Richard Macwan

(U.S) Rule-based policies to mitigate software risk suggest to use the CVSS score to measure the individual vulnerability risk and act accordingly: an HIGH CVSS score according to the NVD (National (U.S.) Vulnerability Database) is…

Cryptography and Security · Computer Science 2015-04-13 Luca Allodi , Fabio Massacci

ExploitDB is one of the important public websites, which contributes a large number of vulnerabilities to official CVE database. Over 60\% of these vulnerabilities have high- or critical-security risks. Unfortunately, over 73\% of exploits…

Machine Learning · Computer Science 2021-01-06 Jiamou Sun , Zhenchang Xing , Hao Guo , Deheng Ye , Xiaohong Li , Xiwei Xu , Liming Zhu

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…

Cryptography and Security · Computer Science 2023-09-19 Irdin Pekaric , Michael Felderer , Philipp Steinmüller

Large Language Models (LLMs) are intensively used to assist security analysts in counteracting the rapid exploitation of cyber threats, wherein LLMs offer cyber threat intelligence (CTI) to support vulnerability assessment and incident…

Cryptography and Security · Computer Science 2025-10-03 Luoxi Tang , Yuqiao Meng , Ankita Patra , Weicheng Ma , Muchao Ye , Zhaohan Xi

High-quality datasets of real-world vulnerabilities and their corresponding verifiable exploits are crucial resources in software security research. Yet such resources remain scarce, as their creation demands intensive manual effort and…

Intentional threats are a major risk factor related to vulnerabilities in critical infrastructure assets, and an accurate risk assessment is necessary to analyze threats, assess vulnerabilities, and evaluate potential impacts on assets and…

Cryptography and Security · Computer Science 2025-11-18 Herman Errico

With the ever-changing landscape of cyber threats, identifying their origin has become paramount, surpassing the simple task of attack classification. Cyber threat attribution gives security analysts the insights they need to device…

Cryptography and Security · Computer Science 2025-09-16 Rimsha Kanwal , Umara Noor , Zafar Iqbal , Zahid Rashid

The widespread adoption of microservice architectures has given rise to a new set of software security challenges. These challenges stem from the unique features inherent in microservices. It is important to systematically assess and…

Software Engineering · Computer Science 2024-03-25 Majid Abdulsatar , Hussain Ahmad , Diksha Goel , Faheem Ullah

Accurately assessing software vulnerabilities is essential for effective prioritization and remediation. While various scoring systems exist to support this task, their differing goals, methodologies and outputs often lead to inconsistent…

Cryptography and Security · Computer Science 2025-08-20 Viktoria Koscinski , Mark Nelson , Ahmet Okutan , Robert Falso , Mehdi Mirakhorli

Security issues in shipped code can lead to unforeseen device malfunction, system crashes or malicious exploitation by crackers, post-deployment. These vulnerabilities incur a cost of repair and foremost risk the credibility of the company.…

Artificial Intelligence · Computer Science 2021-04-20 Anshul Tanwar , Hariharan Manikandan , Krishna Sundaresan , Prasanna Ganesan , Sathish Kumar Chandrasekaran , Sriram Ravi

Software vulnerabilities remain a critical security challenge, providing entry points for attackers into enterprise networks. Despite advances in security practices, the lack of high-quality datasets capturing diverse exploit behavior…

Cryptography and Security · Computer Science 2025-11-17 Alireza Lotfi , Charalampos Katsis , Elisa Bertino

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.…

Cryptography and Security · Computer Science 2025-09-05 Refat Othman , Diaeddin Rimawi , Bruno Rossi , Barbara Russo

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

Proactive cyber-risk assessment is gaining momentum due to the wide range of sectors that can benefit from the prevention of cyber-incidents by preserving integrity, confidentiality, and the availability of data. The rising attention to…

Methodology · Statistics 2024-07-11 Mario Angelelli , Serena Arima , Christian Catalano , Enrico Ciavolino