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Software vulnerabilities such as buffer overflows and SQL injections are a major source of security breaches. Traditional methods for vulnerability detection remain essential but are limited by high false positive rates, scalability issues,…

Software Engineering · Computer Science 2026-04-10 Rui Melo , Claudia Mamede , Andre Catarino , Rui Abreu , Henrique Lopes Cardoso

Vision-language models (VLMs) have advanced rapidly and are increasingly deployed in real-world applications, especially with the rise of agent-based systems. However, their safety has received relatively limited attention. Even the latest…

Computer Vision and Pattern Recognition · Computer Science 2026-05-11 Hao Wang , Yiqun Sun , Pengfei Wei , Lawrence B. Hsieh , Daisuke Kawahara

Modern software relies on a multitude of automated testing and quality assurance tools to prevent errors, bugs and potential vulnerabilities. This study sets out to provide a head-to-head, quantitative and qualitative evaluation of six…

Software Engineering · Computer Science 2025-08-07 Damian Gnieciak , Tomasz Szandala

Software vulnerabilities pose significant risks to the security and integrity of software systems. Although prior studies have explored vulnerability detection using deep learning and pre-trained models, these approaches often fail to…

Software Engineering · Computer Science 2025-09-04 Qiheng Mao , Zhenhao Li , Xing Hu , Kui Liu , Xin Xia , Jianling Sun

Transient execution vulnerabilities have emerged as a critical threat to modern processors. Hardware fuzzing testing techniques have recently shown promising results in discovering transient execution bugs in large-scale out-of-order…

Hardware Architecture · Computer Science 2025-04-30 Jinyan Xu , Yangye Zhou , Xingzhi Zhang , Yinshuai Li , Qinhan Tan , Yinqian Zhang , Yajin Zhou , Rui Chang , Wenbo Shen

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

Reliability has been a major concern in embedded systems. Higher transistor density and lower voltage supply increase the vulnerability of embedded systems to soft errors. A Single Event Upset (SEU), which is also called a soft error, can…

Hardware Architecture · Computer Science 2024-05-21 Bing Xue , Mark Zwolinski

Along with the recent rise in popularity of Electric Vehicles (EVs), Electric Vehicle Supply Equipment (EVSE) has emerged as a new target for cyber attacks. Therefore, ensuring the security and integrity of network communication between…

Cryptography and Security · Computer Science 2026-05-26 Joshua Bean , Dimitrios Michael Manias

The widespread practice of fine-tuning open-source Vision-Language Models (VLMs) raises a critical security concern: jailbreak vulnerabilities in base models may persist in downstream variants, enabling transferable attacks across…

Computer Vision and Pattern Recognition · Computer Science 2026-01-15 Ruofan Wang , Xin Wang , Yang Yao , Juncheng Li , Xuan Tong , Xingjun Ma

This paper presents a study on detecting cyberattacks on industrial control systems (ICS) using unsupervised deep neural networks, specifically, convolutional neural networks. The study was performed on a SecureWater Treatment testbed…

Cryptography and Security · Computer Science 2018-12-12 Moshe Kravchik , Asaf Shabtai

With the rapid growth of interconnected devices in Industrial and Medical Internet of Things (IIoT and MIoT) ecosystems, ensuring timely and accurate detection of cyber threats has become a critical challenge. This study presents an…

Cryptography and Security · Computer Science 2026-04-09 Afrah Gueriani , Hamza Kheddar , Ahmed Cherif Mazari , Seref Sagiroglu , Onur Ceran

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

Both AMD and Intel have presented technologies for confidential computing in cloud environments. The proposed solutions - AMD SEV (-ES, -SNP) and Intel TDX - protect Virtual Machines (VMs) against attacks from higher privileged layers…

Cryptography and Security · Computer Science 2021-09-23 Felicitas Hetzelt , Martin Radev , Robert Buhren , Mathias Morbitzer , Jean-Pierre Seifert

Stepping-stone intrusions (SSIs) are a prevalent network evasion technique in which attackers route sessions through chains of compromised intermediate hosts to obscure their origin. Effective SSI detection requires correlating the incoming…

Cryptography and Security · Computer Science 2026-04-13 Nate Mathews , Nicholas Hopper , Matthew Wright

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…

As artificial intelligence (AI) systems are increasingly deployed across critical domains, their security vulnerabilities pose growing risks of high-profile exploits and consequential system failures. Yet systematic approaches to evaluating…

Cryptography and Security · Computer Science 2026-04-28 Mikko Lempinen , Joni Kemppainen , Niklas Raesalmi

Smart contract technology facilitates self-executing agreements on the blockchain, eliminating dependency on an external trusted authority. However, smart contracts may expose vulnerabilities that can lead to financial losses and…

Cryptography and Security · Computer Science 2026-01-14 Emre Balci , Timucin Aydede , Gorkem Yilmaz , Ece Gelal Soyak

Existing benchmarks for LLM-based vulnerability detection compress model performance into a single metric, which fails to reflect the distinct priorities of different stakeholders. For example, a CISO may emphasize high recall of critical…

Cryptography and Security · Computer Science 2026-04-03 Subho Halder , Siddharth Saxena , Kashinath Kadaba Shrish , Thiyagarajan M

SWinvert is a workflow developed at The University of Texas at Austin for the inversion of surface wave dispersion data. SWinvert encourages analysts to investigate inversion uncertainty and non-uniqueness in shear wave velocity (Vs) by…

Geophysics · Physics 2021-04-06 Joseph P. Vantassel , Brady R. Cox

Software vulnerability detection plays a critical role in ensuring system security, where real-world auditing requires not only determining whether a function is vulnerable but also pinpointing the specific lines responsible. However,…

Cryptography and Security · Computer Science 2026-05-13 Wenxin Tang , Wenbin Li , Junliang Liu , Jingyu Xiao , Xi Xiao , Mingzhe Liu , Jinlong Yang , Xuan Liu , Yuehe Ma , Wang Luo , Qing Li , Lei Wang , Peng Xiangli