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This paper presents a large-scale analysis of fingerprinting-like behavior in the mobile application ecosystem. We take a market-based approach, focusing on third-party tracking as enabled by applications' common use of third-party SDKs.…

Cryptography and Security · Computer Science 2025-07-01 Michael A. Specter , Mihai Christodorescu , Abbie Farr , Bo Ma , Robin Lassonde , Xiaoyang Xu , Xiang Pan , Fengguo Wei , Saswat Anand , Dave Kleidermacher

While there have been various studies towards Android apps and their development, there is limited discussion of the broader class of apps that fall in the fake area. Fake apps and their development are distinct from official apps and…

Cryptography and Security · Computer Science 2019-02-12 Chongbin Tang , Sen Chen , Lingling Fan , Lihua Xu , Yang Liu , Zhushou Tang , Liang Dou

Android apps are built on APIs that abstract core Android system functionalities. These APIs are officially documented in multiple files distributed with the Android source code or SDK, which we collectively refer to as Android API Lists…

Software Engineering · Computer Science 2026-04-17 Sinan Wang , Qi Zhang , Jiacheng Li , Lili Wei , Yida Tao , Yepang Liu

In December of 2020, Apple started to require app developers to self-report privacy label annotations on their apps indicating what data is collected and how it is used.To understand the adoption and shifts in privacy labels in the App…

Cryptography and Security · Computer Science 2025-04-16 David G. Balash , Mir Masood Ali , Monica Kodwani , Xiaoyuan Wu , Chris Kanich , Adam J. Aviv

The General Data Protection Regulation (GDPR) is considered as the benchmark in the European Union (EU) for privacy and data protection standards. Since before its entry into force in 2018, substantial research has been conducted in the…

Software Engineering · Computer Science 2025-11-05 Orlando Amaral Cejas , Nicolas Sannier , Sallam Abualhaija , Marcello Ceci , Domenico Bianculli

On mobile phones, users and developers use apps official marketplaces serving as repositories of apps. The Google Play Store and Apple Store are the official marketplaces of Android and Apple products which offer more than a million apps.…

Computers and Society · Computer Science 2018-05-22 Rubén Saborido , Foutse Khomh , Abram Hindle , Enrique Alba

Android is the most widely deployed end-user focused operating system. With its growing set of use cases encompassing communication, navigation, media consumption, entertainment, finance, health, and access to sensors, actuators, cameras,…

The California Consumer Privacy Act (CCPA) provides California residents with a range of enhanced privacy protections and rights. Our research investigated the extent to which Android app developers comply with the provisions of the CCPA…

Smartphones hold important private information, yet users routinely expose this information to questionable applications written by developers they know nothing about. Users may be tempted to think of smartphones as old-style dumb phones,…

Cryptography and Security · Computer Science 2019-06-28 Amer Chamseddine , George Candea

The recent evolution on the smart phone technology has made its application market huge and less secure. Every single day large number of apps introduced in the android market (mostly on google play store) without any particular inspections…

Cryptography and Security · Computer Science 2016-07-18 Chalise Birendra

The Android ecosystem faces a notable challenge known as fragmentation, which denotes the extensive diversity within the system. This issue is mainly related to differences in system versions, device hardware specifications, and…

Software Engineering · Computer Science 2024-06-17 Zikan Dong , Yanjie Zhao , Tianming Liu , Chao Wang , Guosheng Xu , Guoai Xu , Haoyu Wang

Smartphones, the devices we carry everywhere with us, are being heavily tracked and have undoubtedly become a major threat to our privacy. As "tracking the trackers" has become a necessity, various static and dynamic analysis tools have…

Cryptography and Security · Computer Science 2016-06-13 Jagdish Prasad Achara , Vincent Roca , Claude Castelluccia , Aurelien Francillon

Many Android applications collect data from users. When they do, they must protect this collected data according to the current legal frameworks. Such data protection has become even more important since the European Union rolled out the…

Software Engineering · Computer Science 2023-03-20 Mugdha Khedkar

Third-party Software Development Kits (SDKs) are widely adopted in Android app development, to effortlessly accelerate development pipelines and enhance app functionality. However, this convenience raises substantial concerns about…

Cryptography and Security · Computer Science 2025-06-19 Mark Huasong Meng , Chuan Yan , Qing Zhang , Zeyu Wang , Kailong Wang , Sin Gee Teo , Guangdong Bai , Jin Song Dong

This study explores the widespread perception that personal data, such as email addresses, may be shared or sold without informed user consent, investigating whether these concerns are reflected in actual practices of popular online…

Social and Information Networks · Computer Science 2025-02-20 Scott Seidenberger , Oluwasijibomi Ajisegiri , Noah Pursell , Fazil Raja , Anindya Maiti

Online programming discussion platforms such as Stack Overflow serve as a rich source of information for software developers. Available information include vibrant discussions and oftentimes ready-to-use code snippets. Anecdotes report that…

Cryptography and Security · Computer Science 2017-10-10 Felix Fischer , Konstantin Böttinger , Huang Xiao , Christian Stransky , Yasemin Acar , Michael Backes , Sascha Fahl

Web communication has become an indispensable characteristic of mobile apps. However, it is not clear what data the apps transmit, to whom, and what consequences such transmissions have. We analyzed the web communications found in mobile…

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

Mobile apps used by children often make use of harmful techniques, such as data tracking and targeted advertising. Previous research has suggested that developers face several systemic challenges in designing apps that prioritise children's…

Human-Computer Interaction · Computer Science 2023-06-05 Anirudh Ekambaranathan , Jun Zhao , Max Van Kleek

Due to Android's open source feature and low barriers to entry for developers, millions of developers and third-party organizations have been attracted into the Android ecosystem. However, over 90 percent of mobile malware are found…

Cryptography and Security · Computer Science 2019-06-26 Bin Zhao

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