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Third-party libraries (TPLs) have been widely used in mobile apps, which play an essential part in the entire Android ecosystem. However, TPL is a double-edged sword. On the one hand, it can ease the development of mobile apps. On the other…

Software Engineering · Computer Science 2021-08-10 Xian Zhan , Tianming Liu , Lingling Fan , Li Li , Sen Chen , Xiapu Luo , Yang Liu

Third-party libraries (TPLs) have become a significant part of the Android ecosystem. Developers can employ various TPLs to facilitate their app development. Unfortunately, the popularity of TPLs also brings new security issues. For…

Software Engineering · Computer Science 2021-08-05 Xian Zhan , Tianming Liu , Yepang Liu , Yang Liu , Li Li , Haoyu Wang , Xiapu Luo

Access to privacy-sensitive information on Android is a growing concern in the mobile community. Albeit Google Play recently introduced some privacy guidelines, it is still an open problem to soundly verify whether apps actually comply with…

Cryptography and Security · Computer Science 2021-12-13 Luca Verderame , Davide Caputo , Andrea Romdhana , Alessio Merlo

Accurate detection of third-party libraries (TPLs) is fundamental to Android security, supporting vulnerability tracking, malware detection, and supply chain auditing. Despite many proposed tools, their real-world effectiveness remains…

Cryptography and Security · Computer Science 2025-09-08 Jintao Gu , Haolang Lu , Guoshun Nan , Yihan Lin , Kun Wang , Yuchun Guo , Yigui Cao , Yang Liu

Third-party tracking allows companies to collect users' behavioural data and track their activity across digital devices. This can put deep insights into users' private lives into the hands of strangers, and often happens without users'…

Computers and Society · Computer Science 2021-06-21 Konrad Kollnig , Reuben Binns , Pierre Dewitte , Max Van Kleek , Ge Wang , Daniel Omeiza , Helena Webb , Nigel Shadbolt

Privacy regulations protect and promote the privacy of individuals by requiring mobile apps to provide a privacy policy that explains what personal information is collected and how these apps process this information. However, developers…

Software Engineering · Computer Science 2023-09-27 Shidong Pan , Dawen Zhang , Mark Staples , Zhenchang Xing , Jieshan Chen , Xiwei Xu , James Hoang

Contemporary mobile applications (apps) are designed to track, use, and share users' data, often without their consent, which results in potential privacy and transparency issues. To investigate whether mobile apps have always been…

Cryptography and Security · Computer Science 2021-07-29 Saad Sajid Hashmi , Nazar Waheed , Gioacchino Tangari , Muhammad Ikram , Stephen Smith

With the rapid growth of mobile apps, users' concerns about their privacy have become increasingly prominent. Android app logs serve as crucial computer resources, aiding developers in debugging and monitoring the status of Android apps,…

Privacy concerns have long been expressed around smart devices, and the concerns around Android apps have been studied by many past works. Over the past 10 years, we have crawled and scraped data for almost 1.9 million apps, and also stored…

Cryptography and Security · Computer Science 2021-12-30 Alexander Yu , Yuvraj Agarwal , Jason I. Hong

The Android unrestricted application market, being of open source nature, has made it a popular platform for third-party applications reaching millions of smart devices in the world. This tremendous increase in applications with an…

Cryptography and Security · Computer Science 2021-09-09 Stylianos Monogios , Konstantinos Limniotis , Nicholas Kolokotronis , Stavros Shiaeles

The transparency and privacy behavior of mobile browsers has remained widely unexplored by the research community. In fact, as opposed to regular Android apps, mobile browsers may present contradicting privacy behaviors. On the one end,…

Cryptography and Security · Computer Science 2022-12-08 Amogh Pradeep , Álvaro Feal , Julien Gamba , Ashwin Rao , Martina Lindorfer , Narseo Vallina-Rodriguez , David Choffnes

End-users seldom read verbose privacy policies, leading app stores like Google Play to mandate simplified data safety declarations as a user-friendly alternative. However, these self-declared disclosures often contradict the full privacy…

Artificial Intelligence · Computer Science 2026-03-11 Bhanuka Silva , Dishanika Denipitiyage , Anirban Mahanti , Aruna Seneviratne , Suranga Seneviratne

Privacy policies are intended to inform users about how software systems collect and handle data, yet they often remain vague or incomplete. This paper presents an empirical study of patterns in log-related statements within privacy…

Cryptography and Security · Computer Science 2026-05-04 Zhiyuan Chen , Love Jayesh Ahir , Ahmad Suleiman , Kundi Yao , Yiming Tang , Weiyi Shang , Daqing Hou

While many studies have looked at privacy properties of the Android and Google Play app ecosystem, comparatively much less is known about iOS and the Apple App Store, the most widely used ecosystem in the US. At the same time, there is…

Cryptography and Security · Computer Science 2022-12-20 Konrad Kollnig , Anastasia Shuba , Reuben Binns , Max Van Kleek , Nigel Shadbolt

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

Privacy policies are long, complex documents that end-users seldom read. Privacy labels aim to ameliorate these issues by providing succinct summaries of salient data practices. In December 2020, Apple began requiring that app developers…

Cryptography and Security · Computer Science 2023-06-16 Akshath Jain , David Rodriguez , Jose M. del Alamo , Norman Sadeh

Smartphone technology has drastically improved over the past decade. These improvements have seen the creation of specialized health applications, which offer consumers a range of health-related activities such as tracking and checking…

Cryptography and Security · Computer Science 2021-07-30 I Wayan Budi Sentana , Muhammad Ikram , Mohamed Ali Kaafar , Shlomo Berkovsky

Many Android applications collect data from users. The European Union's General Data Protection Regulation (GDPR) requires vendors to faithfully disclose which data their apps collect. This task is complicated because many apps use…

Cryptography and Security · Computer Science 2024-09-09 Mugdha Khedkar , Ambuj Kumar Mondal , Eric Bodden

Application markets provide a communication channel between app developers and their end-users in form of app reviews, which allow users to provide feedback about the apps. Although security and privacy in mobile apps are one of the biggest…

Cryptography and Security · Computer Science 2020-10-14 Debjyoti Mukherjee , Alireza Ahmadi , Maryam Vahdat Pour , Joel Reardon

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
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