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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…

Cryptography and Security · Computer Science 2026-01-06 Sima Jafarikhah , Daniel Thompson , Eva Deans , Hossein Siadati , Yi Liu

The dynamic landscape of cybersecurity demands precise and scalable solutions for vulnerability management in heterogeneous systems, where configuration-specific vulnerabilities are often misidentified due to inconsistent data in databases…

Cryptography and Security · Computer Science 2025-05-21 Yuning Jiang , Feiyang Shang , Freedy Tan Wei You , Huilin Wang , Chia Ren Cong , Qiaoran Meng , Nay Oo , Hoon Wei Lim , Biplab Sikdar

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

Cybersecurity has become a crucial concern in the field of connected autonomous vehicles. Cyber threat intelligence (CTI), as the collection of cyber threat information, offers an ideal way for responding to emerging cyber threats and…

Cryptography and Security · Computer Science 2024-10-22 Yinghui Wang , Yilong Ren , Zhiyong Cui , Haiyang Yu

This research focuses on transforming CVEs to hands-on educational lab for cybersecurity training. The study shows the practical application of CVEs by developing containerized lab environments- Docker to simulate real-world vulnerabilities…

Cryptography and Security · Computer Science 2025-09-16 Trueye Tafese

Sensitive Information Exposure (SIEx) vulnerabilities (CWE-200) remain a persistent and under-addressed threat across software systems, often leading to serious security breaches. Existing detection tools rarely target the diverse…

Cryptography and Security · Computer Science 2025-08-28 Kyler Katz , Sara Moshtari , Ibrahim Mujhid , Mehdi Mirakhorli , Derek Garcia

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%,…

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

The escalating complexity and volume of cyberattacks demand proactive detection strategies that go beyond traditional rule-based systems. This paper presents a phase-aware, multi-model machine learning framework that emulates adversarial…

Cryptography and Security · Computer Science 2025-08-26 Chitraksh Singh , Monisha Dhanraj , Ken Huang

The increasing sophistication of modern cyber threats, particularly file-less malware relying on living-off-the-land techniques, poses significant challenges to traditional detection mechanisms. Memory forensics has emerged as a crucial…

Cryptography and Security · Computer Science 2026-02-23 Arslan Tariq Syed , Mohamed Chahine Ghanem , Elhadj Benkhelifa , Fauzia Idrees Abro

Cyber-security attacks pose a significant threat to the operation of autonomous systems. Particularly impacted are the Heating, Ventilation, and Air Conditioning (HVAC) systems in smart buildings, which depend on data gathered by sensors…

Cryptography and Security · Computer Science 2024-03-21 Ibrahim Shaer , Abdallah Shami

Large language model (LLM) agents are increasingly capable of autonomously conducting cyberattacks, posing significant threats to existing applications. This growing risk highlights the urgent need for a real-world benchmark to evaluate the…

Threats targeting cyberspace are becoming more prominent and intelligent day by day. This inherently leads to a dire demand for continuous security validation and testing. Using this paper, we aim to provide a holistic and precise security…

Cryptography and Security · Computer Science 2021-08-17 Hardik Manocha , Akash Srivastava , Chetan Verma , Ratan Gupta , Bhavya Bansal

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…

Software Engineering · Computer Science 2019-10-01 Danielle Gonzalez , Holly Hastings , Mehdi Mirakhorli

The widespread adoption of cloud computing, edge, and IoT has increased the attack surface for cyber threats. This is due to the large-scale deployment of often unsecured, heterogeneous devices with varying hardware and software…

Cryptography and Security · Computer Science 2024-07-23 Simone Magnani , Liubov Nedoshivina , Roberto Doriguzzi-Corin , Stefano Braghin , Domenico Siracusa

In this digital era, our privacy is under constant threat as our personal data and traceable online/offline activities are frequently collected, processed and transferred by many software applications. Privacy attacks are often formed by…

Software Engineering · Computer Science 2023-02-13 Pattaraporn Sangaroonsilp , Hoa Khanh Dam , Aditya Ghose

Despite the transformative impact of deep learning across multiple domains, the inherent opacity of these models has driven the development of Explainable Artificial Intelligence (XAI). Among these efforts, Concept Bottleneck Models (CBMs)…

Computer Vision and Pattern Recognition · Computer Science 2025-08-19 Songning Lai , Jiayu Yang , Yu Huang , Lijie Hu , Tianlang Xue , Zhangyi Hu , Jiaxu Li , Haicheng Liao , Yutao Yue

Security teams face a challenge: the volume of newly disclosed Common Vulnerabilities and Exposures (CVEs) far exceeds the capacity to manually develop detection mechanisms. In 2025, the National Vulnerability Database published over 48,000…

Cryptography and Security · Computer Science 2026-04-03 Ayush Garg , Sophia Hager , Jacob Montiel , Aditya Tiwari , Michael Gentile , Zach Reavis , David Magnotti , Wayne Fullen

Autonomous vehicles (AVs) are poised to revolutionize modern transportation, offering enhanced safety, efficiency, and convenience. However, the increasing complexity and connectivity of AV systems introduce significant cybersecurity…

Systems and Control · Electrical Eng. & Systems 2024-12-23 Amal Yousseef , Shalaka Satam , Banafsheh Saber Latibari , Jesus Pacheco , Soheil Salehi , Salim Hariri , Partik Satam

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