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With the requirements and emphases on privacy transparency placed by regulations such as GDPR and CCPA, the Google Play Store requires Android developers to more responsibly communicate their apps' privacy practices to potential users by…

Cryptography and Security · Computer Science 2025-11-18 Anhao Xiang , Weiping Pei , Chuan Yue

Android malware has been on the rise in recent years due to the increasing popularity of Android and the proliferation of third party application markets. Emerging Android malware families are increasingly adopting sophisticated detection…

Cryptography and Security · Computer Science 2016-12-06 BooJoong Kang , Suleiman Y. Yerima , Sakir Sezer , Kieran McLaughlin

Today, Android devices are able to provide various services. They support applications for different purposes such as entertainment, business, health, education, and banking services. Because of the functionality and popularity of Android…

Neural and Evolutionary Computing · Computer Science 2019-12-02 Sina Hojjatinia , Sajad Hamzenejadi , Hadis Mohseni

Today anti-malware community is facing challenges due to the ever-increasing sophistication and volume of malware attacks developed by adversaries. Traditional malware detection mechanisms are not able to cope-up with next-generation…

Cryptography and Security · Computer Science 2021-03-02 Hemant Rathore , Sanjay K. Sahay , Shivin Thukral , Mohit Sewak

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

Differentiating malware is important to determine their behaviors and level of threat; as well as to devise defensive strategy against them. In response, various anti-malware systems have been developed to distinguish between different…

Machine Learning · Computer Science 2023-07-06 Nazmul Islam , Seokjoo Shin

In recent years, the underground economy is proliferating in the mobile system. These underground economy apps (UEware) make profits from providing non-compliant services, especially in sensitive areas such as gambling, pornography, and…

Cryptography and Security · Computer Science 2025-07-03 Zhuo Chen , Jie Liu , Yubo Hu , Lei Wu , Yajin Zhou , Yiling He , Xianhao Liao , Ke Wang , Jinku Li , Zhan Qin

In evaluating detection methods, the malware research community relies on scan results obtained from online platforms such as VirusTotal. Nevertheless, given the lack of standards on how to interpret the obtained data to label apps,…

Cryptography and Security · Computer Science 2019-03-27 Aleieldin Salem , Sebastian Banescu , Alexander Pretschner

Android's security model severely limits the capabilities of anti-malware software. Unlike commodity anti-malware solutions on desktop systems, their Android counterparts run as sandboxed applications without root privileges and are limited…

Cryptography and Security · Computer Science 2021-03-11 Yun Shen , Gianluca Stringhini

In recent years, the rise of cyber threats has emphasized the need for robust malware detection systems, especially on mobile devices. Malware, which targets vulnerabilities in devices and user data, represents a substantial security risk.…

Cryptography and Security · Computer Science 2025-04-08 J. V. S. Souza , C. B. Vieira , G. D. C. Cavalcanti , R. M. O. Cruz

Artificial intelligence-based systems for player risk detection have become central to harm prevention efforts in the gambling industry. However, growing concerns around transparency and effectiveness have highlighted the absence of…

In a world where traditional notions of privacy are increasingly challenged by the myriad companies that collect and analyze our data, it is important that decision-making entities are held accountable for unfair treatments arising from…

Computers and Society · Computer Science 2016-08-17 Florian Tramèr , Vaggelis Atlidakis , Roxana Geambasu , Daniel Hsu , Jean-Pierre Hubaux , Mathias Humbert , Ari Juels , Huang Lin

Data driven research on Android has gained a great momentum these years. The abundance of data facilitates knowledge learning, however, also increases the difficulty of data preprocessing. Therefore, it is non-trivial to prepare a demanding…

Software Engineering · Computer Science 2017-11-22 Guozhu Meng , Yinxing Xue , Jing Kai Siow , Ting Su , Annamalai Narayanan , Yang Liu

The ability to identify the author responsible for a given software object is critical for many research studies and for enhancing software transparency and accountability. However, as opposed to other application markets like iOS,…

Cryptography and Security · Computer Science 2022-11-24 Kaspar Hageman , Álvaro Feal , Julien Gamba , Aniketh Girish , Jakob Bleier , Martina Lindorfer , Juan Tapiador , Narseo Vallina-Rodriguez

Privacy, security, and accessibility, like ethical concerns in mobile applications (a.k.a. apps), commonly subsumed under non-functional requirements, are generally reported by users through app reviews available in app stores. However,…

Software Engineering · Computer Science 2026-04-21 Aakash Sorathiya , Gouri Ginde

In recent years, machine learning algorithms have become ubiquitous in a multitude of high-stakes decision-making applications. The unparalleled ability of machine learning algorithms to learn patterns from data also enables them to…

Machine Learning · Computer Science 2022-07-14 José Pombal , André F. Cruz , João Bravo , Pedro Saleiro , Mário A. T. Figueiredo , Pedro Bizarro

In the past decade, the cyber-crime related to mobile devices has increased. Mobile devices, especially the ones running on Android operating system are particularly interesting to malware creators, as the users often keep the biggest…

Cryptography and Security · Computer Science 2019-10-24 Nikola Milosevic , Junfan Huang

The malware analysis and detection research community relies on the online platform VirusTotal to label Android apps based on the scan results of around 60 antiviral scanners. Unfortunately, there are no standards on how to best interpret…

Cryptography and Security · Computer Science 2020-07-02 Aleieldin Salem , Sebastian Banescu , Alexander Pretschner

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 Android has become increasingly popular, so has malware targeting it, thus pushing the research community to propose different detection techniques. However, the constant evolution of the Android ecosystem, and of malware itself, makes…

Cryptography and Security · Computer Science 2019-03-05 Lucky Onwuzurike , Enrico Mariconti , Panagiotis Andriotis , Emiliano De Cristofaro , Gordon Ross , Gianluca Stringhini
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