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Android malware detection is a critical step towards building a security credible system. Especially, manual search for the potential malicious code has plagued program analysts for a long time. In this paper, we propose Droidetec, a deep…

Cryptography and Security · Computer Science 2020-02-11 Zhuo Ma , Haoran Ge , Zhuzhu Wang , Yang Liu , Ximeng Liu

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

As software grows in complexity to accommodate diverse features and platforms, software bloating has emerged as a significant challenge, adversely affecting performance and security. However, existing approaches inadequately address the…

Software Engineering · Computer Science 2025-03-13 Bo Lin , Shangwen Wang , Yihao Qin , Liqian Chen , Xiaoguang Mao

The astonishing spread of Android OS, not only in smartphones and tablets but also in IoT devices, makes this operating system a very tempting target for malware threats. Indeed, the latter are expanding at a similar rate. In this respect,…

Cryptography and Security · Computer Science 2017-02-21 ElMouatez Billah Karbab , Mourad Debbabi , Saed Alrabaee , Djedjiga Mouheb

With the development in the field of smartphones and ever growing base of Internet, various softwares are left prone to many malicious activities like pharming, phishing, ransomware, spam, spoofing, spyware, eavesdropping, etc. These…

Cryptography and Security · Computer Science 2019-12-30 Soumya Sourav , Devashish Khulbe , Naman Kapoor

With over 500,000 commits and more than 700 contributors, the Android platform is undoubtedly one of the largest industrial-scale software projects. This project provides the Android API, and developers heavily rely on this API to develop…

Software Engineering · Computer Science 2022-06-01 Pei Liu , Li Li , Yichun Yan , Mattia Fazzini , John Grundy

The acceptance and widespread use of the Android operating system drew the attention of both legitimate developers and malware authors, which resulted in a significant number of benign and malicious applications available on various online…

Cryptography and Security · Computer Science 2023-12-05 Pinar G. Balikcioglu , Melih Sirlanci , Ozge A. Kucuk , Bulut Ulukapi , Ramazan K. Turkmen , Cengiz Acarturk

Resource leak bugs in Android apps are pervasive and can cause serious performance degradation and system crashes. In recent years, several resource leak detection techniques have been proposed to assist Android developers in correctly…

Software Engineering · Computer Science 2016-11-28 Yepang Liu , Lili Wei , Chang Xu , Shing-Chi Cheung

The large demand of mobile devices creates significant concerns about the quality of mobile applications (apps). Developers need to guarantee the quality of mobile apps before it is released to the market. There have been many approaches…

Software Engineering · Computer Science 2022-10-13 Yu Zhao , Brent Harrison , Tingting Yu

The existence of native code in Android apps plays an important role in triggering inconspicuous propagation of secrets and circumventing malware detection. However, the state-of-the-art information-flow analysis tools for Android apps all…

Cryptography and Security · Computer Science 2022-03-01 Cong Sun , Yuwan Ma , Dongrui Zeng , Gang Tan , Siqi Ma , Yafei Wu

Android is one of the leading operating systems for smart phones in terms of market share and usage. Unfortunately, it is also an appealing target for attackers to compromise its security through malicious applications. To tackle this…

Cryptography and Security · Computer Science 2022-05-31 Kaleem Nawaz Khan , Najeeb Ullah , Sikandar Ali , Muhammad Salman Khan , Mohammad Nauman , Anwar Ghani

With the Increasing use of Machine Learning in Android applications, more research and efforts are being put into developing better-performing machine learning algorithms with a vast amount of data. Along with machine learning for mobile…

Cryptography and Security · Computer Science 2021-09-22 Aryan Verma

The Android operating system has become the most popular operating system for smartphones and tablets leading to a rapid rise in malware. Sophisticated Android malware employ detection avoidance techniques in order to hide their malicious…

Cryptography and Security · Computer Science 2017-04-03 Mohammed K. Alzaylaee , Suleiman Y. Yerima , Sakir Sezer

The ubiquity of smartphones, and their very broad capabilities and usage, make the security of these devices tremendously important. Unfortunately, despite all progress in security and privacy mechanisms, vulnerabilities continue to…

Cryptography and Security · Computer Science 2020-06-03 Mohammad Ghafari , Pascal Gadient , Oscar Nierstrasz

With the popularity of Android growing exponentially, the amount of malware has significantly exploded. It is arguably one of the most viral problems on mobile platforms. Recently, various approaches have been introduced to detect Android…

Cryptography and Security · Computer Science 2022-01-25 Peng Xu

Over the last decade, researchers have extensively explored the vulnerabilities of Android malware detectors to adversarial examples through the development of evasion attacks; however, the practicality of these attacks in real-world…

Machine Learning · Computer Science 2024-01-26 Hamid Bostani , Veelasha Moonsamy

We present Anadroid, a static malware analysis framework for Android apps. Anadroid exploits two techniques to soundly raise precision: (1) it uses a pushdown system to precisely model dynamically dispatched interprocedural and…

Programming Languages · Computer Science 2013-11-19 Shuying Liang , Andrew W. Keep , Matthew Might , Steven Lyde , Thomas Gilray , Petey Aldous , David Van Horn

Mobile devices have become ubiquitous due to centralization of private user information, contacts, messages and multiple sensors. Google Android, an open-source mobile Operating System (OS), is currently the market leader. Android…

Cryptography and Security · Computer Science 2018-08-19 Parvez Faruki , Hossein Fereidooni , Vijay Laxmi , Mauro Conti , Manoj Gaur

In the past few years, the use of smartphones has increased exponentially, and so have the capabilities of such devices. Together with an increase in raw processing power, modern smartphones are equipped with a wide variety of sensors and…

Other Computer Science · Computer Science 2016-09-12 Mauro Conti , Elia Dal Santo , Riccardo Spolaor