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Mobile phones and tablets have become the most widely used computing devices, with a large predominance of the Android platform. As a natural evolution, the development of Android applications has surged and has become a major field of…

Software Engineering · Computer Science 2018-09-27 Franz-Xaver Geiger , Ivano Malavolta

Android is the predominant mobile operating system for the past few years. The prevalence of devices that can be powered by Android magnetized not merely application developers but also malware developers with criminal intention to design…

Cryptography and Security · Computer Science 2018-12-27 Abdelmonim Naway , Yuancheng LI

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

The pervasiveness of the Android operating system, with the availability of applications almost for everything, is readily accessible in the official Google play store or a dozen alternative third-party markets. Additionally, the vital role…

Cryptography and Security · Computer Science 2019-04-02 Abdelmonim Naway , Yuancheng LI

Continual Learning (CL) allows applications such as user personalization and household robots to learn on the fly and adapt to context. This is an important feature when context, actions, and users change. However, enabling CL on…

Machine Learning · Computer Science 2023-11-21 Young D. Kwon , Jagmohan Chauhan , Hong Jia , Stylianos I. Venieris , Cecilia Mascolo

In the past few years, the use of smartphones has increased exponentially, and so have the capabilities of such devices. Together with an increase in raw processing power, modern smartphones are equipped with a wide variety of sensors and…

Other Computer Science · Computer Science 2016-09-12 Mauro Conti , Elia Dal Santo , Riccardo Spolaor

In the digitized world, smartphones and their apps play an important role. To name just a few examples, some apps offer possibilities for entertainment, others for online banking, and others offer support for two-factor authentication.…

Cryptography and Security · Computer Science 2023-07-18 Alexander Hefter , Christoph Sendner , Alexandra Dmitrienko

Smartphones have become an intrinsic part of human's life. The smartphone unifies diverse advanced characteristics. It enables users to store various data such as photos, health data, credential bank data, and personal information. The…

Cryptography and Security · Computer Science 2019-01-23 Abdelmonim Naway , Yuancheng Li

This paper presents AppTechMiner, a rule-based information extraction framework that automatically constructs a knowledge base of all application areas and problem solving techniques. Techniques include tools, methods, datasets or…

Computation and Language · Computer Science 2017-11-15 Mayank Singh , Soham Dan , Sanyam Agarwal , Pawan Goyal , Animesh Mukherjee

Cryptojacking applications pose a serious threat to mobile devices. Due to the extensive computations, they deplete the battery fast and can even damage the device. In this work we make a step towards combating this threat. We collected and…

Cryptography and Security · Computer Science 2020-02-25 Stanislav Dashevskyi , Yury Zhauniarovich , Olga Gadyatskaya , Aleksandr Pilgun , Hamza Ouhssain

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

Deep learning solutions are being increasingly used in mobile applications. Although there are many open-source software tools for the development of deep learning solutions, there are no guidelines in one place in a unified manner for…

Machine Learning · Computer Science 2019-01-09 Abhishek Sehgal , Nasser Kehtarnavaz

Modern consumer electronic devices have started executing deep learning-based intelligence services on devices, not cloud servers, to keep personal data on devices and to reduce network and cloud costs. We find such a trend as the…

Machine Learning · Computer Science 2024-01-08 Ji Joong Moon , Hyun Suk Lee , Jiho Chu , Donghak Park , Seungbaek Hong , Hyungjun Seo , Donghyeon Jeong , Sungsik Kong , MyungJoo Ham

Various deep learning applications on smartphones have been rapidly rising, but training deep neural networks (DNNs) has too large computational burden to be executed on a single smartphone. A portable cluster, which connects smartphones…

Ubiquitous wearable and mobile devices provide access to a diverse set of data. However, the mobility demand for our devices naturally imposes constraints on their computational and communication capabilities. A solution is to locally learn…

Machine Learning · Computer Science 2025-11-07 Fan Mo , Mohammad Malekzadeh , Soumyajit Chatterjee , Fahim Kawsar , Akhil Mathur

Mobile malware has continued to grow at an alarming rate despite on-going efforts towards mitigating the problem. This has been particularly noticeable on Android due to its being an open platform that has subsequently overtaken other…

Cryptography and Security · Computer Science 2016-07-28 Suleiman Y. Yerima , Sakir Sezer , Igor Muttik

Smartphones contain information that is more sensitive and personal than those found on computers and laptops. With an increase in the versatility of smartphone functionality, more data has become vulnerable and exposed to attackers.…

Cryptography and Security · Computer Science 2021-02-15 Sai Vishwanath Venkatesh , Prasanna D. Kumaran , Joish J Bosco , Pravin R. Kumaar , Vineeth Vijayaraghavan

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

Mobile devices have evolved from just communication devices into an indispensable part of people's lives in form of smartphones, tablets and smart watches. Devices are now more personal than ever and carry more information about a person…

Computers and Society · Computer Science 2020-05-26 Aman Singh , Ashish Prajapatia , Vikash Kumar , Subhankar Mishra

Urban data support a wide range of applications across multiple disciplines. However, at the global scale, there is no unified platform for urban data discovery. As a result, researchers often have to manually search through websites or…

Information Retrieval · Computer Science 2026-04-21 Runwen You , Tong Xia , Jingzhi Wang , Jiankun Zhang , Tengyao Tu , Jinghua Piao , Yi Chang , Yong Li
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