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The utilization of third-party open-source libraries is widespread in modern software development. Due to the dependency relationships, vulnerabilities within open-source libraries pose significant security threats to downstream software.…

Software Engineering · Computer Science 2026-05-07 Liyou Chen , Hailong Sun , Xiang Gao , Lin Shi , Yixin Yang , Yi Xu

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

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

Thousands of security vulnerabilities are discovered in production software each year, either reported publicly to the Common Vulnerabilities and Exposures database or discovered internally in proprietary code. Vulnerabilities often…

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

Public security vulnerability reports (e.g., CVE reports) play an important role in the maintenance of computer and network systems. Security companies and administrators rely on information from these reports to prioritize tasks on…

Computation and Language · Computer Science 2021-08-17 Guanqun Yang , Shay Dineen , Zhipeng Lin , Xueqing Liu

Transformer-based text classifiers such as BERT, RoBERTa, T5, and GPT have shown strong performance in natural language processing tasks but remain vulnerable to adversarial examples. These vulnerabilities raise significant security…

Computation and Language · Computer Science 2025-10-27 Bushra Sabir , Yansong Gao , Alsharif Abuadbba , M. Ali Babar

Security patches in open-source software, providing security fixes to identified vulnerabilities, are crucial in protecting against cyberattacks. Despite the National Vulnerability Database (NVD) publishes identified vulnerabilities, a vast…

Cryptography and Security · Computer Science 2021-06-08 Yaqin Zhou , Jing Kai Siow , Chenyu Wang , Shangqing Liu , Yang Liu

Breaking cybersecurity events are shared across a range of websites, including security blogs (FireEye, Kaspersky, etc.), in addition to social media platforms such as Facebook and Twitter. In this paper, we investigate methods to analyze…

Computation and Language · Computer Science 2019-05-06 Shi Zong , Alan Ritter , Graham Mueller , Evan Wright

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

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

The large transformer-based language models demonstrate excellent performance in natural language processing. By considering the transferability of the knowledge gained by these models in one domain to other related domains, and the…

Cryptography and Security · Computer Science 2022-09-07 Chandra Thapa , Seung Ick Jang , Muhammad Ejaz Ahmed , Seyit Camtepe , Josef Pieprzyk , Surya Nepal

This paper presents VLAI, a transformer-based model that predicts software vulnerability severity levels directly from text descriptions. Built on RoBERTa, VLAI is fine-tuned on over 600,000 real-world vulnerabilities and achieves over 82%…

Cryptography and Security · Computer Science 2025-07-08 Cédric Bonhomme , Alexandre Dulaunoy

As software becomes increasingly complex and prone to vulnerabilities, automated vulnerability detection is critically important, yet challenging. Given the significant successes of large language models (LLMs) in various tasks, there is…

Artificial Intelligence · Computer Science 2023-12-25 Zeyu Gao , Hao Wang , Yuchen Zhou , Wenyu Zhu , Chao Zhang

Many public sources of cyber threat and vulnerability information exist to help defend cyber systems. This paper links MITRE's ATT&CK MATRIX of Tactics and Techniques, NIST's Common Weakness Enumerations (CWE), Common Vulnerabilities and…

Cryptography and Security · Computer Science 2021-02-11 Erik Hemberg , Jonathan Kelly , Michal Shlapentokh-Rothman , Bryn Reinstadler , Katherine Xu , Nick Rutar , Una-May O'Reilly

Cyberattacks are increasing, and securing against such threats is costing industries billions of dollars annually. Threat Modeling, that is, comprehending the consequences of these attacks, can provide critical support to cybersecurity…

Machine Learning · Computer Science 2025-08-19 Bipin Chhetri , Akbar Siami Namin

In today's rapidly evolving technological landscape and advanced software development, the rise in cyber security attacks has become a pressing concern. The integration of robust cyber security defenses has become essential across all…

Software Engineering · Computer Science 2023-11-02 Mounika Vanamala , Keith Bryant , Alex Caravella

Understanding cyber security is increasingly important for individuals and organizations. However, a lot of information related to cyber security can be difficult to understand to those not familiar with the topic. In this study, we focus…

Computation and Language · Computer Science 2026-02-13 Varpu Vehomäki , Kimmo K. Kaski

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

Advancing our understanding of software vulnerabilities, automating their identification, the analysis of their impact, and ultimately their mitigation is necessary to enable the development of software that is more secure. While operating…

Software Engineering · Computer Science 2025-03-18 Serena E. Ponta , Henrik Plate , Antonino Sabetta , Michele Bezzi , Cédric Dangremont