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Since Android has become a popular software platform for mobile devices recently; they offer almost the same functionality as personal computers. Malwares have also become a big concern. As the number of new Android applications tends to be…

Cryptography and Security · Computer Science 2020-06-05 Muhammad Zuhair Qadir , Atif Nisar Jilani , Hassam Ullah Sheikh

With the growth of mobile devices and applications, the number of malicious software, or malware, is rapidly increasing in recent years, which calls for the development of advanced and effective malware detection approaches. Traditional…

Cryptography and Security · Computer Science 2018-12-12 Rui Zhu , Chenglin Li , Di Niu , Hongwen Zhang , Husam Kinawi

Android is undergoing unprecedented malicious threats daily, but the existing methods for malware detection often fail to cope with evolving camouflage in malware. To address this issue, we present HAWK, a new malware detection framework…

Cryptography and Security · Computer Science 2021-08-18 Yiming Hei , Renyu Yang , Hao Peng , Lihong Wang , Xiaolin Xu , Jianwei Liu , Hong Liu , Jie Xu , Lichao Sun

We present the first systematic approach to static and dynamic taint analysis for Graph APIs focusing on broken access control. The approach comprises the following. We taint nodes of the Graph API if they represent data requiring specific…

Cryptography and Security · Computer Science 2026-03-18 Leen Lambers , Lucas Sakizloglou , Taisiya Khakharova , Fernando Orejas

The amount of Android malware has increased greatly during the last few years. Static analysis is widely used in detecting such malware by analyzing the code without execution. The effectiveness of current tools relies on the app model as…

Cryptography and Security · Computer Science 2016-04-11 Mohsin Junaid , Donggang Liu , David Kung

Sophisticated malware families exploit the openness of the Android platform to infiltrate IoT networks, enabling large-scale disruption, data exfiltration, and denial-of-service attacks. This systematic literature review (SLR) examines…

Cryptography and Security · Computer Science 2025-09-16 Shama Maganur , Yili Jiang , Jiaqi Huang , Fangtian Zhong

The misunderstanding and incorrect configurations of cryptographic primitives have exposed severe security vulnerabilities to attackers. Due to the pervasiveness and diversity of cryptographic misuses, a comprehensive and accurate…

Cryptography and Security · Computer Science 2023-05-16 Cong Sun , Xinpeng Xu , Yafei Wu , Dongrui Zeng , Gang Tan , Siqi Ma , Peicheng Wang

Mobile malware has been growing in scale and complexity spurred by the unabated uptake of smartphones worldwide. Android is fast becoming the most popular mobile platform resulting in sharp increase in malware targeting the platform.…

Cryptography and Security · Computer Science 2016-08-23 Suleiman Y. Yerima , Sakir Sezer , Gavin McWilliams

Widely-used Android static program analysis tools, e.g., Amandroid and FlowDroid, perform the whole-app inter-procedural analysis that is comprehensive but fundamentally difficult to handle modern (large) apps. The average app size has…

Cryptography and Security · Computer Science 2020-05-26 Daoyuan Wu , Debin Gao , Robert H. Deng , Rocky K. C. Chang

Mobile malware has been growing in scale and complexity as smartphone usage continues to rise. Android has surpassed other mobile platforms as the most popular whilst also witnessing a dramatic increase in malware targeting the platform. A…

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

Despite its widespread use in Android apps, reflection poses graving problems for static security analysis. Currently, string inference is applied to handle reflection, resulting in significantly missed security vulnerabilities. In this…

Cryptography and Security · Computer Science 2016-12-19 Yifei Zhang , Tian Tan , Yue Li , Jingling Xue

Android is the predominant mobile operating system for the past few years. The prevalence of devices that can be powered by Android magnetized not merely application developers but also malware developers with criminal intention to design…

Cryptography and Security · Computer Science 2018-12-27 Abdelmonim Naway , Yuancheng LI

Currently, Android malware detection is mostly performed on server side against the increasing number of malware. Powerful computing resource provides more exhaustive protection for app markets than maintaining detection by a single user.…

Cryptography and Security · Computer Science 2020-11-11 Ruitao Feng , Sen Chen , Xiaofei Xie , Guozhu Meng , Shang-Wei Lin , Yang Liu

The Android operating system has been the most popular for smartphones and tablets since 2012. This popularity has led to a rapid raise of Android malware in recent years. The sophistication of Android malware obfuscation and detection…

Cryptography and Security · Computer Science 2019-11-25 Mohammed K. Alzaylaee , Suleiman Y. Yerima , Sakir Sezer

React Native is a widely-used open-source framework that facilitates the development of cross-platform mobile apps. The framework enables JavaScript code to interact with native-side code, such as Objective-C/Swift for iOS and Java/Kotlin…

Software Engineering · Computer Science 2023-09-08 Yonghui Liu , Xiao Chen , Pei Liu , John Grundy , Chunyang Chen , Li Li

Several solutions ensuring the dynamic detection of malicious activities on Android ecosystem have been proposed. These are represented by generic rules and models that identify any purported malicious behavior. However, the approaches…

Cryptography and Security · Computer Science 2023-08-01 Abdellah Ouaguid , Mohamed Ouzzif , Noreddine Abghour

Expecting the shipment of 1 billion Android devices in 2017, cyber criminals have naturally extended their vicious activities towards Google's mobile operating system. With an estimated number of 700 new Android applications released every…

Cryptography and Security · Computer Science 2014-10-29 Sebastian Neuner , Victor van der Veen , Martina Lindorfer , Markus Huber , Georg Merzdovnik , Martin Mulazzani , Edgar Weippl

Smartphones and mobile devices are rapidly becoming indispensable devices for many users. Unfortunately, they also become fertile grounds for hackers to deploy malware and to spread virus. There is an urgent need to have a "security…

Cryptography and Security · Computer Science 2013-09-24 Min Zheng , Mingshen Sun , John C. S. Lui

Static analysis is a powerful tool for detecting security vulnerabilities and other programming problems. Global taint tracking, in particular, can spot vulnerabilities arising from complicated data flow across multiple functions. However,…

Software Engineering · Computer Science 2023-01-26 Yiu Wai Chow , Max Schäfer , Michael Pradel

With the growing and widespread use of Internet of Things (IoT) in our daily life, its security is becoming more crucial. To ensure information security, we require better security analysis tools for IoT applications. Hence, this paper…

Cryptography and Security · Computer Science 2021-10-13 Manar H. Alalfi , Sajeda Parveen , Bara Nazzal