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We are in the dawn of deep learning explosion for smartphones. To bridge the gap between research and practice, we present the first empirical study on 16,500 the most popular Android apps, demystifying how smartphone apps exploit deep…

Machine Learning · Computer Science 2021-01-14 Mengwei Xu , Jiawei Liu , Yuanqiang Liu , Felix Xiaozhu Lin , Yunxin Liu , Xuanzhe Liu

Recent years have witnessed an explosive growth of mobile devices. Mobile devices are permeating every aspect of our daily lives. With the increasing usage of mobile devices and intelligent applications, there is a soaring demand for mobile…

Machine Learning · Computer Science 2018-09-12 Ji Wang , Bokai Cao , Philip S. Yu , Lichao Sun , Weidong Bao , Xiaomin Zhu

A wide variety of smartphone applications today rely on third-party advertising services, which provide libraries that are linked into the hosting application. This situation is undesirable for both the application author and the…

Operating Systems · Computer Science 2015-03-20 Shashi Shekhar , Michael Dietz , Dan S. Wallach

Mobile devices gather the communication capabilities as no other gadget. Plus, they now comprise a wider set of applications while still maintaining reduced size and weight. They have started to include accessibility features that enable…

Human-Computer Interaction · Computer Science 2014-02-06 Hugo Nicolau , João Guerreiro , Tiago Guerreiro

Android Malware has emerged as a consequence of the increasing popularity of smartphones and tablets. While most previous work focuses on inherent characteristics of Android apps to detect malware, this study analyses indirect features and…

Cryptography and Security · Computer Science 2017-12-13 Ignacio Martín , José Alberto Hernández , Alfonso Muñoz , Antonio Guzmán

This study is motivated by two key considerations: the significant benefits mobile applications offer individuals and businesses, and the limited empirical research on usability challenges. To address this gap, we conducted structured…

Human-Computer Interaction · Computer Science 2025-06-03 Pawel Weichbroth

The proliferation of novel industrial applications at the wireless edge, such as smart grids and vehicle networks, demands the advancement of cyber-physical systems. The performance of CPSs is closely linked to the last-mile wireless…

Signal Processing · Electrical Eng. & Systems 2024-08-01 Cheng Feng , Kedi Zheng , Yi Wang , Kaibin Huang , Qixin Chen

In this work we present definitive evidence, analysis, and (where needed) speculation to answer the questions, (1) Which concrete security measures in mobile devices meaningfully prevent unauthorized access to user data? (2) In what ways…

Cryptography and Security · Computer Science 2021-05-27 Maximilian Zinkus , Tushar M. Jois , Matthew Green

The movement to mobile computing solutions provides flexibility to different users whether it is a business user, a student, or even providing entertainment to children and adults of all ages. Due to these emerging technologies mobile users…

Cryptography and Security · Computer Science 2025-02-11 Timur Mirzoev , Mark Miller , Shamimara Lasker , Michael Brannon

The increasing frequency of attacks on Android applications coupled with the recent popularity of large language models (LLMs) necessitates a comprehensive understanding of the capabilities of the latter in identifying potential…

Cryptography and Security · Computer Science 2025-03-18 Vasileios Kouliaridis , Georgios Karopoulos , Georgios Kambourakis

Code changes are performed differently in the mobile and non-mobile platforms. Prior work has investigated the differences in specific platforms. However, we still lack a deeper understanding of how code changes evolve across different…

Software Engineering · Computer Science 2019-10-28 Markos Viggiato , Johnatan Oliveira , Eduardo Figueiredo , Pooyan Jamshidi , Christian Kästner

Android is the most used Operating System worldwide for mobile devices, with hundreds of thousands of apps downloaded daily. Although these apps are primarily written in Java and Kotlin, advanced functionalities such as graphics or…

Cryptography and Security · Computer Science 2024-12-03 Silvia Lucia Sanna , Diego Soi , Davide Maiorca , Giorgio Fumera , Giorgio Giacinto

Function layout, also referred to as function reordering or function placement, is one of the most effective profile-guided compiler optimizations. By reordering functions in a binary, compilers are able to greatly improve the performance…

Programming Languages · Computer Science 2022-11-18 Ellis Hoag , Kyungwoo Lee , Julián Mestre , Sergey Pupyrev

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

While the evolution of mobile computing is experiencing a considerable growth, it is at the same time seriously threatened by the limitations of the battery technology, which does not keep pace with the evergrowing increase in energy…

Multimedia · Computer Science 2022-02-22 Octavian Machidon , Jani Asprov , Tine Fajfar , Veljko Pejovic

Energy consumption of mobile apps is a domain that is receiving a lot of attention from researchers. Recent studies indicate that the energy consumption of mobile devices could be improved by improving the quality of mobile apps. Frequent…

Software Engineering · Computer Science 2025-10-01 Hina Anwar , Dietmar Pfahl , Satish N. Srirama

We conduct a large-scale measurement of developers' insecure practices leading to mini-app to super-app authentication bypass, among which hard-coding developer secrets for such authentication is a major contributor. We also analyze the…

Cryptography and Security · Computer Science 2023-07-19 Supraja Baskaran , Lianying Zhao , Mohammad Mannan , Amr Youssef

Software aging -- the phenomenon affecting many long-running systems, causing performance degradation or an increasing failure rate over mission time, and eventually leading to failure - is known to affect mobile devices and their operating…

Software Engineering · Computer Science 2021-12-14 Domenico Cotroneo , Luigi De Simone , Roberto Natella , Roberto Pietrantuono , Stefano Russo

Recent industrial and academic research has focused on data-driven analytics with smartphones by collecting user interaction, context, and device systems data through Application Programming interfaces (APIs) and sensors. The Android OS…

Human-Computer Interaction · Computer Science 2022-06-08 Hansoo Lee , Joonyoung Park , Uichin Lee

The increasing complexity of JavaScript in modern mobile web pages has become a critical performance bottleneck for low-end mobile phone users, especially in developing regions. In this paper, we propose SlimWeb, a novel approach that…

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