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The NPM ecosystem has become a primary target for software supply chain attacks, yet existing detection tools are evaluated in isolation on incompatible datasets, making cross-tool comparison unreliable. We conduct a benchmark-driven…

Software Engineering · Computer Science 2026-03-31 Wenbo Guo , Zhongwen Chen , Zhengzi Xu , Chengwei Liu , Ming Kang , Shiwen Song , Chengyue Liu , Yijia Xu , Weisong Sun , Yang Liu

The continuous increase in malware samples, both in sophistication and number, presents many challenges for organizations and analysts, who must cope with thousands of new heterogeneous samples daily. This requires robust methods to quickly…

Cryptography and Security · Computer Science 2025-03-26 Theodoros Apostolopoulos , Vasilios Koutsokostas , Nikolaos Totosis , Constantinos Patsakis , Georgios Smaragdakis

Large Language Models (LLMs) have recently emerged as powerful tools in cybersecurity, offering advanced capabilities in malware detection, generation, and real-time monitoring. Numerous studies have explored their application in…

Cryptography and Security · Computer Science 2025-04-11 Hamed Jelodar , Samita Bai , Parisa Hamedi , Hesamodin Mohammadian , Roozbeh Razavi-Far , Ali Ghorbani

Although ransomware has received broad attention in media and research, this evolving threat vector still poses a systematic threat. Related literature has explored their detection using various approaches leveraging Machine and Deep…

Cryptography and Security · Computer Science 2024-02-01 Jan von der Assen , Chao Feng , Alberto Huertas Celdrán , Róbert Oleš , Gérôme Bovet , Burkhard Stiller

Malwares are continuously growing in sophistication and numbers. Over the last decade, remarkable progress has been achieved in anti-malware mechanisms. However, several pressing issues (e.g., unknown malware samples detection) still need…

Cryptography and Security · Computer Science 2021-01-22 Zahid Akhtar

The rapid evolution of malware attacks calls for the development of innovative detection methods, especially in resource-constrained edge computing. Traditional detection techniques struggle to keep up with modern malware's sophistication…

Cryptography and Security · Computer Science 2025-03-07 Christian Rondanini , Barbara Carminati , Elena Ferrari , Antonio Gaudiano , Ashish Kundu

Recently, the number of malicious open-source packages in package repositories has been increasing dramatically. While major security scanners focus on identifying known Common Vulnerabilities and Exposures (CVEs) in open-source packages,…

Cryptography and Security · Computer Science 2025-11-20 Thanh-Cong Nguyen , Ngoc-Thanh Nguyen , Van-Giau Ung , Duc-Ly Vu

While there is a large body of work on analyzing concurrency related software bugs and developing techniques for detecting and patching them, little attention has been given to concurrency related security vulnerabilities. The two are…

Cryptography and Security · Computer Science 2022-12-13 Zunchen Huang , Shengjian Guo , Meng Wu , Chao Wang

Malware has become a widely used means in cyber attacks in recent decades because of various new obfuscation techniques used by malwares. In order to protect the systems, data and information, detection of malware is needed as early as…

Cryptography and Security · Computer Science 2021-05-11 Heena

Malware is one of the most common and severe cyber-attack today. Malware infects millions of devices and can perform several malicious activities including mining sensitive data, encrypting data, crippling system performance, and many more.…

Cryptography and Security · Computer Science 2024-01-30 Pascal Maniriho , Abdun Naser Mahmood , Mohammad Jabed Morshed Chowdhury

Virtualization enables information and communications technology industry to better manage computing resources. In this regard, improvements in virtualization approaches together with the need for consistent runtime environment, lower…

Cryptography and Security · Computer Science 2021-01-12 Omar Javed , Salman Toor

PyPI provides a convenient and accessible package management platform to developers, enabling them to quickly implement specific functions and improve work efficiency. However, the rapid development of the PyPI ecosystem has led to a severe…

Software Engineering · Computer Science 2023-09-21 Wenbo Guo , Zhengzi Xu , Chengwei Liu , Cheng Huang , Yong Fang , Yang Liu

In this research paper, our intent is to outline different types of malware, their means of operation, and how they are detected in order to protect yourself against such attacks. Varied permission, and limited technical resources mean that…

Cryptography and Security · Computer Science 2022-12-26 Sebastian Grochola , Andrew Milliner

Open-source software is increasingly reused, complicating the process of patching to repair bugs. In the case of Linux, a distinct ecosystem has formed, with Linux mainline serving as the upstream, stable or long-term-support (LTS) systems…

Software Engineering · Computer Science 2024-02-09 Xingyu Li , Zheng Zhang , Zhiyun Qian , Trent Jaeger , Chengyu Song

Digital investigators often get involved with cases, which seemingly point the responsibility to the person to which the computer belongs, but after a thorough examination malware is proven to be the cause, causing loss of precious time.…

Cryptography and Security · Computer Science 2021-09-21 Muhammad Ali , Stavros Shiaeles , Nathan Clarke , Dimitrios Kontogeorgis

Machine learning-based malware detection dominates current security defense approaches for Android apps. However, due to the evolution of Android platforms and malware, existing such techniques are widely limited by their need for constant…

Cryptography and Security · Computer Science 2021-11-03 Haipeng Cai

Open-source software supply chain attacks aim at infecting downstream users by poisoning open-source packages. The common way of consuming such artifacts is through package repositories and the development of vetting strategies to detect…

Cryptography and Security · Computer Science 2022-10-11 Piergiorgio Ladisa , Henrik Plate , Matias Martinez , Olivier Barais , Serena Elisa Ponta

Malicious software is abundant in a world of innumerable computer users, who are constantly faced with these threats from various sources like the internet, local networks and portable drives. Malware is potentially low to high risk and can…

Cryptography and Security · Computer Science 2012-05-15 Priyank Singhal , Nataasha Raul

A promising avenue for improving the effectiveness of behavioral-based malware detectors would be to combine fast traditional machine learning detectors with high-accuracy, but time-consuming deep learning models. The main idea would be to…

Cryptography and Security · Computer Science 2020-06-16 Ruimin Sun , Marcus Botacin , Nikolaos Sapountzis , Xiaoyong Yuan , Matt Bishop , Donald E Porter , Xiaolin Li , Andre Gregio , Daniela Oliveira

In recent years, the increase in non-Windows malware threats had turned the focus of the cybersecurity community. Research works on hunting Windows PE-based malwares are maturing, whereas the developments on Linux malware threat hunting are…

Cryptography and Security · Computer Science 2023-06-16 Anandharaju Durai Raju , Ibrahim Abualhaol , Ronnie Salvador Giagone , Yang Zhou , Shengqiang Huang