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Internet of Things (IoT) is becoming more frequently used in more applications as the number of connected devices is in a rapid increase. More connected devices result in bigger challenges in terms of scalability, maintainability and most…

Cryptography and Security · Computer Science 2020-10-22 Ahmad M. N. Zaza , Suleiman K. Kharroub , Khalid Abualsaud

With the increase of IoT devices and technologies coming into service, Malware has risen as a challenging threat with increased infection rates and levels of sophistication. Without strong security mechanisms, a huge amount of sensitive…

Cryptography and Security · Computer Science 2020-10-06 Gueltoum Bendiab , Stavros Shiaeles , Abdulrahman Alruban , Nicholas Kolokotronis

The Internet of things (IoT) has become an integral part of our life at both work and home. However, these IoT devices are prone to vulnerability exploits due to their low cost, low resources, the diversity of vendors, and proprietary…

Cryptography and Security · Computer Science 2019-04-12 Noga Agmon , Asaf Shabtai , Rami Puzis

The persistent threat of Android malware presents a serious challenge to the security of millions of users globally. While many machine learning-based methods have been developed to detect these threats, their reliance on large labeled…

Cryptography and Security · Computer Science 2025-07-08 M. Tahir Akdeniz , Zeynep Yeşilkaya , İ. Enes Köse , İ. Ulaş Ünal , Sevil Şen

The Internet of things (IoT) has become an integral part of our life at both work and home. However, these IoT devices are prone to vulnerability exploits due to their low cost, low resources, the diversity of vendors, and proprietary…

Cryptography and Security · Computer Science 2019-11-19 Noga Agmon

The wide acceptance of Internet of Things (IoT) for both household and industrial applications is accompanied by several security concerns. A major security concern is their probable abuse by adversaries towards their malicious intent.…

Cryptography and Security · Computer Science 2020-05-18 Ahmed Abusnaina , Mohammed Abuhamad , Hisham Alasmary , Afsah Anwar , Rhongho Jang , Saeed Salem , DaeHun Nyang , David Mohaisen

Android has become the most popular mobile operating system. Correspondingly, an increasing number of Android malware has been developed and spread to steal users' private information. There exists one type of malware whose benign behaviors…

Cryptography and Security · Computer Science 2021-07-13 Yueming Wu , Deqing Zou , Wei Yang , Xiang Li , Hai Jin

With the escalating threat of malware, particularly on mobile devices, the demand for effective analysis methods has never been higher. While existing security solutions, including AI-based approaches, offer promise, their lack of…

Cryptography and Security · Computer Science 2025-03-11 Merve Cigdem Ipek , Sevil Sen

Many IoT(Internet of Things) systems run Android systems or Android-like systems. With the continuous development of machine learning algorithms, the learning-based Android malware detection system for IoT devices has gradually increased.…

Cryptography and Security · Computer Science 2019-03-12 Xiaolei Liu , Xiaojiang Du , Xiaosong Zhang , Qingxin Zhu , Mohsen Guizani

The volume of malware and the number of attacks in IoT devices are rising everyday, which encourages security professionals to continually enhance their malware analysis tools. Researchers in the field of cyber security have extensively…

Cryptography and Security · Computer Science 2022-04-05 Meysam Ghahramani , Rahim Taheri , Mohammad Shojafar , Reza Javidan , Shaohua Wan

Internet of Things (IoT) devices are becoming increasingly important. These devices are often resource-limited, hindering rigorous enforcement of security policies. Assessing the vulnerability of IoT devices is an important problem, but…

Cryptography and Security · Computer Science 2019-01-30 Davino Mauro Junior , Luis Melo , Harvey Lu , Marcelo d'Amorim , Atul Prakash

Android Malware has emerged as a consequence of the increasing popularity of smartphones and tablets. While most previous work focuses on inherent characteristics of Android apps to detect malware, this study analyses indirect features and…

Cryptography and Security · Computer Science 2017-12-13 Ignacio Martín , José Alberto Hernández , Alfonso Muñoz , Antonio Guzmán

Android malware is one of the most dangerous threats on the internet, and it's been on the rise for several years. Despite significant efforts in detecting and classifying android malware from innocuous android applications, there is still…

Cryptography and Security · Computer Science 2021-07-06 Ahmed Hashem El Fiky , Ayman El Shenawy , Mohamed Ashraf Madkour

As malware continues to become increasingly sophisticated, threatening, and evasive, malware detection systems must keep pace and become equally intelligent, powerful, and transparent. In this paper, we propose Assembly Flow Graph (AFG) to…

Cryptography and Security · Computer Science 2026-02-02 Griffin Higgins , Roozbeh Razavi-Far , Hossein Shokouhinejad , Ali A. Ghorbani

The widespread significance of Android IoT devices is due to its flexibility and hardware support features which revolutionized the digital world by introducing exciting applications almost in all walks of daily life, such as healthcare,…

Cryptography and Security · Computer Science 2021-06-29 Rajesh Kumar , WenYong Wang , Jay Kumar , Zakria , Ting Yang , Waqar Ali

The rapid evolution of malware has necessitated the development of sophisticated detection methods that go beyond traditional signature-based approaches. Graph learning techniques have emerged as powerful tools for modeling and analyzing…

Cryptography and Security · Computer Science 2025-07-23 Hossein Shokouhinejad , Roozbeh Razavi-Far , Hesamodin Mohammadian , Mahdi Rabbani , Samuel Ansong , Griffin Higgins , Ali A Ghorbani

In the digitized world, smartphones and their apps play an important role. To name just a few examples, some apps offer possibilities for entertainment, others for online banking, and others offer support for two-factor authentication.…

Cryptography and Security · Computer Science 2023-07-18 Alexander Hefter , Christoph Sendner , Alexandra Dmitrienko

With over 50 billion downloads and more than 1.3 million apps in the Google official market, Android has continued to gain popularity amongst smartphone users worldwide. At the same time there has been a rise in malware targeting the…

Cryptography and Security · Computer Science 2016-08-03 Suleiman Y. Yerima , Sakir Sezer , Igor Muttik

In the Internet of Things (IoT) devices are exposed to various kinds of attacks when connected to the Internet. An attack detection mechanism that understands the limitations of these severely resource-constrained devices is necessary. This…

Cryptography and Security · Computer Science 2017-01-25 Nidhi Rastogi , James Hendler

Each day, anti-virus companies receive tens of thousands samples of potentially harmful executables. Many of the malicious samples are variations of previously encountered malware, created by their authors to evade pattern-based detection.…

Cryptography and Security · Computer Science 2010-08-27 Joris Kinable , Orestis Kostakis