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Digital systems find it challenging to keep up with cybersecurity threats. The daily emergence of more than 560,000 new malware strains poses significant hazards to the digital ecosystem. The traditional malware detection methods fail to…

密码学与安全 · 计算机科学 2025-04-28 Abrar Fahim , Shamik Dey , Md. Nurul Absur , Md Kamrul Siam , Md. Tahmidul Huque , Jafreen Jafor Godhuli

The increasingly sophisticated environment in which attackers operate makes software security an even greater challenge in open-source projects, where malicious packages are prevalent. Static analysis tools, such as Malcontent, are highly…

密码学与安全 · 计算机科学 2026-01-27 Duc-Ly Vu , Thanh-Cong Nguyen , Minh-Khanh Vu , Ngoc-Thanh Nguyen , Kim-Anh Do Thi

Perimeter-based detection is no longer sufficient for mitigating the threat posed by malicious software. This is evident as antivirus (AV) products are replaced by endpoint detection and response (EDR) products, the latter allowing…

密码学与安全 · 计算机科学 2022-01-13 Matilda Rhode , Pete Burnap , Adam Wedgbury

As malware continues to become more complex and harder to detect, Malware Analysis needs to continue to evolve to stay one step ahead. One promising key area approach focuses on using system calls and API Calls, the core communication…

密码学与安全 · 计算机科学 2025-06-03 Bishwajit Prasad Gond , Durga Prasad Mohapatra

Malware detection increasingly relies on AI systems that integrate signature-based detection with machine learning. However, these components are typically developed and combined in isolation, missing opportunities to reduce data complexity…

密码学与安全 · 计算机科学 2025-08-14 Andrea Ponte , Luca Demetrio , Luca Oneto , Ivan Tesfai Ogbu , Battista Biggio , Fabio Roli

As our professional, social, and financial existences become increasingly digitized and as our government, healthcare, and military infrastructures rely more on computer technologies, they present larger and more lucrative targets for…

密码学与安全 · 计算机科学 2016-12-05 Ethan M. Rudd , Andras Rozsa , Manuel Günther , Terrance E. Boult

Background: Evaluation of the quality of research software is a challenging and relevant issue, still not sufficiently addressed by the scientific community. Methods: Our contribution begins by defining, precisely but widely enough, the…

软件工程 · 计算机科学 2021-08-24 Teresa Gomez-Diaz , Tomas Recio

The mass production of complex software has made it impossible to manually test it for security vulnerabilities. Automated security testing tools come in a variety of flavors, function at various stages of software development, and target…

软件工程 · 计算机科学 2023-01-18 Yan Wu , Jingyi Su , David D. Moran , Chris D. Near

Given the ever-increasing prevalence of technology in modern life, there is a corresponding increase in the likelihood of digital devices being pertinent to a criminal investigation or civil litigation. As a direct consequence, the number…

密码学与安全 · 计算机科学 2016-04-14 David Lillis , Brett Becker , Tadhg O'Sullivan , Mark Scanlon

The popularity of Android OS has made it an appealing target to malware developers. To evade detection, including by ML-based techniques, attackers invest in creating malware that closely resemble legitimate apps. In this paper, we propose…

密码学与安全 · 计算机科学 2022-05-18 Nadia Daoudi , Kevin Allix , Tegawendé F. Bissyandé , Jacques Klein

As any scientific discipline, the software engineering (SE) research community strives to contribute to the betterment of the target population of our research: software producers and consumers. We will only achieve this betterment if we…

软件工程 · 计算机科学 2025-11-20 Julian Frattini , Hans-Martin Heyn , Robert Feldt , Richard Torkar

We aim to conduct a systematic mapping in the area of testing ML programs. We identify, analyze and classify the existing literature to provide an overview of the area. We followed well-established guidelines of systematic mapping to…

机器学习 · 计算机科学 2019-07-23 Salman Sherin , Muhammad Uzair khan , Muhammad Zohaib Iqbal

Due to its critical role in cybersecurity, digital forensics has received significant attention from researchers and practitioners alike. The ever increasing sophistication of modern cyberattacks is directly related to the complexity of…

Despite the tremendous advances that have been made in the last decade on developing useful machine-learning applications, their wider adoption has been hindered by the lack of strong assurance guarantees that can be made about their…

机器学习 · 计算机科学 2019-07-18 He Zhu , Zikang Xiong , Stephen Magill , Suresh Jagannathan

Applying deep learning to malware detection has drawn great attention due to its notable performance. With the increasing prevalence of cyberattacks targeting IoT devices, there is a parallel rise in the development of malware across…

密码学与安全 · 计算机科学 2025-09-09 Minghao Hu , Junzhe Wang , Weisen Zhao , Qiang Zeng , Lannan Luo

For the dramatic increase of Android malware and low efficiency of manual check process, deep learning methods started to be an auxiliary means for Android malware detection these years. However, these models are highly dependent on the…

密码学与安全 · 计算机科学 2019-09-10 Ji Wang , Qi Jing , Jianbo Gao

In recent years, many studies have applied wearable devices to capture psychophysiological data from software developers. However, the current literature lacks investigations that classify the studies and point out gaps to be explored. This…

软件工程 · 计算机科学 2021-06-01 Roger Vieira , Kleinner Farias

Today a lot of digital evidences for crime investigation includes a geospatial component. This data comes from various sources such as smartphones, tablets, navigation systems, digital camera with global positioning system (GPS), etc. The…

密码学与安全 · 计算机科学 2017-04-12 Almar Tillekens , Nhien-An Le-Khac , Thanh-Thoa Pham-Thi

Machine-learning models have been recently used for detecting malicious Android applications, reporting impressive performances on benchmark datasets, even when trained only on features statically extracted from the application, such as…

机器学习 · 计算机科学 2018-10-30 Marco Melis , Davide Maiorca , Battista Biggio , Giorgio Giacinto , Fabio Roli

Financial forensics has an important role in the field of finance to detect and investigate the occurrence of finance related crimes like money laundering. However, as with other forms of criminal activities, the forensics analysis of such…

密码学与安全 · 计算机科学 2023-03-10 Jonathan Pan
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