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The pervasive nature of software vulnerabilities has emerged as a primary factor for the surge in cyberattacks. Traditional vulnerability detection methods, including rule-based, signature-based, manual review, static, and dynamic analysis,…

软件工程 · 计算机科学 2025-03-07 Md Nizam Uddin , Yihe Zhang , Xiali Hei

The integration of communication networks and the Internet of Things (IoT) in Industrial Control Systems (ICSs) increases their vulnerability towards cyber-attacks, causing devastating outcomes. Traditional Intrusion Detection Systems…

信号处理 · 电气工程与系统科学 2020-05-05 Abdulrahman Al-Abassi , Hadis Karimipour , Ali Dehghantanha , Reza M. Parizi

In recent years we have witnessed an increase in cyber threats and malicious software attacks on different platforms with important consequences to persons and businesses. It has become critical to find automated machine learning techniques…

密码学与安全 · 计算机科学 2021-03-08 Abir Rahali , Moulay A. Akhloufi

Software vulnerability detection is critical in software security because it identifies potential bugs in software systems, enabling immediate remediation and mitigation measures to be implemented before they may be exploited. Automatic…

软件工程 · 计算机科学 2023-06-21 Nima Shiri Harzevili , Alvine Boaye Belle , Junjie Wang , Song Wang , Zhen Ming , Jiang , Nachiappan Nagappan

In today's digital landscape, the importance of timely and accurate vulnerability detection has significantly increased. This paper presents a novel approach that leverages transformer-based models and machine learning techniques to…

Deep learning (DL) models of code have recently reported great progress for vulnerability detection. In some cases, DL-based models have outperformed static analysis tools. Although many great models have been proposed, we do not yet have a…

软件工程 · 计算机科学 2023-02-14 Benjamin Steenhoek , Md Mahbubur Rahman , Richard Jiles , Wei Le

Application security is an essential part of developing modern software, as lots of attacks depend on vulnerabilities in software. The number of attacks is increasing globally due to technological advancements. Companies must include…

密码学与安全 · 计算机科学 2023-05-18 Mohamed Mjd Alhafi , Mohammad Hammade , Khloud Al Jallad

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…

密码学与安全 · 计算机科学 2022-09-07 Chandra Thapa , Seung Ick Jang , Muhammad Ejaz Ahmed , Seyit Camtepe , Josef Pieprzyk , Surya Nepal

Due to its powerful automatic feature extraction, deep learning (DL) has been widely used in source code vulnerability detection. However, although it performs well on artificial datasets, its performance is not satisfactory when detecting…

密码学与安全 · 计算机科学 2021-12-14 Shihan Dou , Yueming Wu , Wenxuan Li , Feng Cheng , Wei Yang , Yang Liu

Software, while beneficial, poses potential cybersecurity risks due to inherent vulnerabilities. Detecting these vulnerabilities is crucial, and deep learning has shown promise as an effective tool for this task due to its ability to…

软件工程 · 计算机科学 2024-01-17 Imam Nur Bani Yusuf , Lingxiao Jiang

As software development practices increasingly adopt AI-powered tools, ensuring that such tools can support secure coding has become critical. This study evaluates the effectiveness of GitHub Copilot's recently introduced code review…

软件工程 · 计算机科学 2025-09-18 Amena Amro , Manar H. Alalfi

The deployment of AI systems in safety-critical domains, such as industrial defect inspection, autonomous driving, and medical diagnosis, is severely hampered by their lack of reliability. A single undetected erroneous prediction can lead…

计算机视觉与模式识别 · 计算机科学 2026-04-22 Hang-Cheng Dong , Yuhao Jiang , Yibo Jiao , Lu Zou , Kai Zheng , Bingguo Liu , Dong Ye , Guodong Liu

Software vulnerabilities pose significant security threats, requiring effective mitigation. While Automated Program Repair (APR) has advanced in fixing general bugs, vulnerability patching, a security-critical aspect of APR remains…

软件工程 · 计算机科学 2025-06-06 Zanis Ali Khan , Aayush Garg , Qiang Tang

Each year, software vulnerabilities are discovered, which pose significant risks of exploitation and system compromise. We present a convolutional neural network model that can successfully identify bugs in C code. We trained our model…

密码学与安全 · 计算机科学 2026-02-27 C. Seas , G. Fitzpatrick , J. A. Hamilton , M. C. Carlisle

Vulnerability detection is a crucial yet challenging task to identify potential weaknesses in software for cyber security. Recently, deep learning (DL) has made great progress in automating the detection process. Due to the complex…

密码学与安全 · 计算机科学 2024-10-10 Yuejun Guo , Seifeddine Bettaieb

The intrusion detection system (IDS) is an essential element of security monitoring in computer networks. An IDS distinguishes the malicious traffic from the benign one and determines the attack types targeting the assets of the…

密码学与安全 · 计算机科学 2021-08-23 Mahdi Soltani , Behzad Ousat , Mahdi Jafari Siavoshani , Amir Hossein Jahangir

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…

Deep learning has transformed AI applications but faces critical security challenges, including adversarial attacks, data poisoning, model theft, and privacy leakage. This survey examines these vulnerabilities, detailing their mechanisms…

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

Open-source AI libraries are foundational to modern AI systems, yet they present significant, underexamined risks spanning security, licensing, maintenance, supply chain integrity, and regulatory compliance. We introduce LibVulnWatch, a…

密码学与安全 · 计算机科学 2025-07-01 Zekun Wu , Seonglae Cho , Umar Mohammed , Cristian Munoz , Kleyton Costa , Xin Guan , Theo King , Ze Wang , Emre Kazim , Adriano Koshiyama