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Android applications collecting data from users must protect it according to the current legal frameworks. Such data protection has become even more important since the European Union rolled out the General Data Protection Regulation…

Software Engineering · Computer Science 2024-02-13 Mugdha Khedkar , Eric Bodden

In this paper a novel system for detecting meaningful deviations in a mobile application's network behavior is proposed. The main goal of the proposed system is to protect mobile device users and cellular infrastructure companies from…

Cryptography and Security · Computer Science 2012-08-07 L. Chekina , D. Mimran , L. Rokach , Y. Elovici , B. Shapira

Android is an open software platform for mobile devices with a large market share in the smartphone sector. The openness of the system as well as its wide adoption lead to an increasing amount of malware developed for this platform. ANANAS…

Cryptography and Security · Computer Science 2013-11-13 Thomas Eder , Michael Rodler , Dieter Vymazal , Markus Zeilinger

Android apps can hold secret strings of themselves such as cloud service credentials or encryption keys. Leakage of such secret strings can induce unprecedented consequences like monetary losses or leakage of user private information. In…

Cryptography and Security · Computer Science 2025-01-15 Lili Wei , Heqing Huang , Shing-Chi Cheung , Kevin Li

With the rapid advancement of machine learning (ML), ML-based Android malware detection has gained significant popularity due to its ability to automatically learn malicious patterns from Android apps. However, the lack of an in-depth and…

Cryptography and Security · Computer Science 2026-04-21 Jiahao Liu , Jun Zeng , Fabio Pierazzi , Ziqi Yang , Lorenzo Cavallaro , Zhenkai Liang

Application Programming Interface (API) incompatibility is a long-standing issue in Android application development. The rapid evolution of Android APIs results in a significant number of API additions, removals, and changes between…

Software Engineering · Computer Science 2024-06-27 Shidong Pan , Tianchen Guo , Lihong Zhang , Pei Liu , Zhenchang Xing , Xiaoyu Sun

The proliferation of mobile applications and the subsequent sharing of personal data with service and application providers have given rise to substantial privacy concerns. Application marketplaces have introduced mechanisms to conform to…

Cryptography and Security · Computer Science 2023-11-02 Joao Marono , Catarina Silva , Joao P. Barraca , Vitor Cunha , Paulo Salvador

Malware are malicious programs that are grouped into families based on their penetration technique, source code, and other characteristics. Classifying malware programs into their respective families is essential for building effective…

Cryptography and Security · Computer Science 2025-05-20 Filippo Leveni , Matteo Mistura , Francesco Iubatti , Carmine Giangregorio , Nicolò Pastore , Cesare Alippi , Giacomo Boracchi

A growing number of threats to Android phones creates challenges for malware detection. Manually labeling the samples into benign or different malicious families requires tremendous human efforts, while it is comparably easy and cheap to…

Cryptography and Security · Computer Science 2017-04-21 Li Chen , Mingwei Zhang , Chih-Yuan Yang , Ravi Sahita

Vulnerabilities in Android smartphone chipsets have severe consequences, as recent real-world attacks have demonstrated that adversaries can leverage vulnerabilities to execute arbitrary code or exfiltrate confidential information. Despite…

Cryptography and Security · Computer Science 2024-12-10 Daniel Klischies , Philipp Mackensen , Veelasha Moonsamy

Numerous tools rely on automatic categorization of Android apps as part of their methodology. However, incorrect categorization can lead to inaccurate outcomes, such as a malware detector wrongly flagging a benign app as malicious. One such…

Software Engineering · Computer Science 2023-10-12 Marco Alecci , Jordan Samhi , Tegawendé F. Bissyandé , Jacques Klein

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

Android is the most popular operating systems for smartphones and is also well-known for its flexibility and security. However, although it is overall considered very secure, there are still some vulnerabilities occasionally discovered that…

Cryptography and Security · Computer Science 2022-04-13 Valerio Brussani

While extremely valuable to achieve advanced functions, mobile phone sensors can be abused by attackers to implement malicious activities in Android apps, as experimentally demonstrated by many state-of-the-art studies. There is hence a…

Cryptography and Security · Computer Science 2022-01-19 Xiaoyu Sun , Xiao Chen , Kui Liu , Sheng Wen , Li Li , John Grundy

As the smartphone market leader, Android has been a prominent target for malware attacks. The number of malicious applications (apps) identified for it has increased continually over the past decade, creating an immense challenge for all…

Cryptography and Security · Computer Science 2023-06-13 Masoud Mehrabi Koushki , Ibrahim AbuAlhaol , Anandharaju Durai Raju , Yang Zhou , Ronnie Salvador Giagone , Huang Shengqiang

As a new format of mobile application, mini programs, which function within a larger app and are built with HTML, CSS, and JavaScript web technology, have become the way to do almost everything in China. This paper presents our research on…

Cryptography and Security · Computer Science 2022-05-31 Jianyi Zhang , Leixin Yang , Yuyang Han , Zhi Sun , Zixiao Xiang

Android is the most popular mobile operating system in the world, running on more than 70% of mobile devices. This implies a gigantic and very competitive market for Android apps. Being successful in such a market is far from trivial and…

Android OS experiences a blazing popularity since the last few years. This predominant platform has established itself not only in the mobile world but also in the Internet of Things (IoT) devices. This popularity, however, comes at the…

Cryptography and Security · Computer Science 2017-12-27 ElMouatez Billah Karbab , Mourad Debbabi , Abdelouahid Derhab , Djedjiga Mouheb

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