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In this paper, we seek to better understand Android obfuscation and depict a holistic view of the usage of obfuscation through a large-scale investigation in the wild. In particular, we focus on four popular obfuscation approaches:…

Cryptography and Security · Computer Science 2018-01-08 Shuaike Dong , Menghao Li , Wenrui Diao , Xiangyu Liu , Jian Liu , Zhou Li , Fenghao Xu , Kai Chen , Xiaofeng Wang , Kehuan Zhang

Although there are over 1,600,000 third-party Android apps in the Google Play Store, little has been conclusively shown about how their individual (and collective) permission usage has evolved over time. Recently, Android 6 overhauled the…

Cryptography and Security · Computer Science 2016-08-11 Vincent F. Taylor , Ivan Martinovic

The ubiquity of mobile applications has increased dramatically in recent years, opening up new opportunities for cyber attackers and heightening security concerns in the mobile ecosystem. As a result, researchers and practitioners have…

Cryptography and Security · Computer Science 2025-04-22 Irdin Pekaric , Clemens Sauerwein , Simon Laichner , Ruth Breu

Prior works have shown that the list of apps installed by a user reveal a lot about user interests and behavior. These works rely on the semantics of the installed apps and show that various user traits could be learnt automatically using…

Cryptography and Security · Computer Science 2015-10-30 Jagdish Prasad Achara , Gergely Acs , Claude Castelluccia

Researchers and commercial companies have made a lot of efforts on detecting malware in Android platform. However, a recent malware threat, App collusion, makes malware detection challenging. In App collusion, two or more Apps collaborate…

Cryptography and Security · Computer Science 2018-03-15 Jice Wang , Hongqi Wu

While smartphone usage become more and more pervasive, people start also asking to which extent such devices can be maliciously exploited as "tracking devices". The concern is not only related to an adversary taking physical or remote…

Cryptography and Security · Computer Science 2014-07-30 Mauro Conti , Luigi V. Mancini , Riccardo Spolaor , Nino V. Verde

Fraudulent behaviors in Google Android app market fuel search rank abuse and malware proliferation. We present FairPlay, a novel system that uncovers both malware and search rank fraud apps, by picking out trails that fraudsters leave…

Social and Information Networks · Computer Science 2017-03-07 Mahmudur Rahman , Mizanur Rahman , Bogdan Carbunar , Duen Horng Chau

Smartphone apps usually have access to sensitive user data such as contacts, geo-location, and account credentials and they might share such data to external entities through the Internet or with other apps. Confidentiality of user data…

Software Engineering · Computer Science 2018-12-20 Biniam Fisseha Demissie , Mariano Ceccato , Lwin Khin Shar

Tracking is a highly privacy-invasive data collection practice that has been ubiquitous in mobile apps for many years due to its role in supporting advertising-based revenue models. In response, Apple introduced two significant changes with…

Cryptography and Security · Computer Science 2022-05-10 Konrad Kollnig , Anastasia Shuba , Max Van Kleek , Reuben Binns , Nigel Shadbolt

With the evolution of the online advertisement and tracking ecosystem, content-filtering has become the reference tool for improving the security, privacy and browsing experience when surfing the Internet. It is also commonly believed that…

Networking and Internet Architecture · Computer Science 2020-02-06 Ismael Castell-Uroz , Josep Solé-Pareta , Pere Barlet-Ros

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

Google's recent update to the manifest file for Chrome browser extensions, transitioning from manifest version 2 (MV2) to manifest version 3 (MV3), has raised concerns among users and ad blocker providers, who worry that the new…

Computers and Society · Computer Science 2025-09-03 Karlo Lukic , Lazaros Papadopoulos

Third-party web tracking is a common, and broadly used technique on the Web. Almost every step of users' is tracked, analyzed, and later used in different use cases (e.g., online advertisement). Different defense mechanisms have emerged to…

Cryptography and Security · Computer Science 2022-02-11 Nurullah Demir , Daniel Theis , Tobias Urban , Norbert Pohlmann

Modern websites heavily rely on JavaScript (JS) to implement legitimate functionality as well as privacy-invasive advertising and tracking. Browser extensions such as NoScript block any script not loaded by a trusted list of endpoints, thus…

Cryptography and Security · Computer Science 2023-03-27 Abdul Haddi Amjad , Zubair Shafiq , Muhammad Ali Gulzar

The industry for children's apps is thriving at the cost of children's privacy: these apps routinely disclose children's data to multiple data trackers and ad networks. As children spend increasing time online, such exposure accumulates to…

Human-Computer Interaction · Computer Science 2021-11-30 Anirudh Ekambaranathan , Jun Zhao , Max Van Kleek

With the emergence of deep learning techniques, smartphone apps are now embedded on-device AI features for enabling advanced tasks like speech translation, to attract users and increase market competitiveness. A good interaction design is…

Human-Computer Interaction · Computer Science 2023-07-04 Jason Ching Yuen Siu , Jieshan Chen , Yujin Huang , Zhenchang Xing , Chunyang Chen

This paper investigates changes over time in the behavior of Android ad libraries. Taking a sample of 100,000 apps, we extract and classify the ad libraries. By considering the release dates of the applications that use a specific ad…

Cryptography and Security · Computer Science 2013-07-24 Theodore Book , Adam Pridgen , Dan S. Wallach

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

Android utilizes a security mechanism that requires apps to request permission for accessing sensitive user data, e.g., contacts and SMSs, or certain system features, e.g., camera and Internet access. However, Android apps tend to be…

Software Engineering · Computer Science 2020-01-24 Jianmao Xiao , Shizhan Chen , Qiang He , Zhiyong Feng , Xiao Xue

The apps installed on a smartphone can reveal much information about a user, such as their medical conditions, sexual orientation, or religious beliefs. Additionally, the presence or absence of particular apps on a smartphone can inform an…

Cryptography and Security · Computer Science 2017-04-21 Vincent F. Taylor , Riccardo Spolaor , Mauro conti , Ivan Martinovic
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