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Is Android malware classification a solved problem? Published F1 scores of up to 0.99 appear to leave very little room for improvement. In this paper, we argue that results are commonly inflated due to two pervasive sources of experimental…

密码学与安全 · 计算机科学 2019-09-13 Feargus Pendlebury , Fabio Pierazzi , Roberto Jordaney , Johannes Kinder , Lorenzo Cavallaro

The packaging model of Android apps requires the entire code necessary for the execution of an app to be shipped into one single apk file. Thus, an analysis of Android apps often visits code which is not part of the functionality delivered…

软件工程 · 计算机科学 2015-11-23 Li Li , Tegawendé F. Bissyandé , Jacques Klein , Yves Le Traon

A common security architecture, called the permission-based security model (used e.g. in Android and Blackberry), entails intrinsic risks. For instance, applications can be granted more permissions than they actually need, what we call a…

密码学与安全 · 计算机科学 2013-03-21 Alexandre Bartel , Jacques Klein , Martin Monperrus , Yves Le Traon

Android's permission system is designed to balance usability with informed consent, yet two legacy mechanisms still undermine that balance in Android 16: (i) permission groups that silently auto-grant new permissions within a group after a…

密码学与安全 · 计算机科学 2026-05-28 Olawale Amos Akanji , Manuel Egele , Gianluca Stringhini

Today's mobile platforms provide only coarse-grained permissions to users with regard to how third- party applications use sensitive private data. Unfortunately, it is easy to disguise malware within the boundaries of legitimately-granted…

编程语言 · 计算机科学 2013-11-19 Shuying Liang , Matthew Might , David Van Horn

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…

密码学与安全 · 计算机科学 2018-12-27 Abdelmonim Naway , Yuancheng LI

When machine learning is used for Android malware detection, an app needs to be represented in a numerical format for training and testing. We identify a widespread occurrence of distinct Android apps that have identical or nearly identical…

密码学与安全 · 计算机科学 2025-07-31 Guojun Liu , Doina Caragea , Xinming Ou , Sankardas Roy

Mobile applications rely on complex backends that introduce significant security risks, yet developers often lack the tools to assess these risks effectively. This paper presents AndroScanner, an automated pipeline for detecting…

密码学与安全 · 计算机科学 2026-04-17 Harini Dandu

Context: Visual aesthetics is increasingly seen as an essential factor in perceived usability, interaction, and overall appraisal of user interfaces especially with respect to mobile applications. Yet, a question that remains is how to…

Sensors (e.g., light, gyroscope, accelerometer) and sensing-enabled applications on a smart device make the applications more user-friendly and efficient. However, the current permission-based sensor management systems of smart devices only…

密码学与安全 · 计算机科学 2019-10-25 Amit Kumar Sikder , Hidayet Aksu , A. Selcuk Uluagac

With the digital breakthrough, smart phones have become very essential component. Mobile devices are very attractive attack surface for cyber thieves as they hold personal details (accounts, locations, contacts, photos) and have potential…

密码学与安全 · 计算机科学 2017-09-22 Shweta Bhandari , Wafa Ben Jaballah , Vineeta Jain , Vijay Laxmi , Akka Zemmari , Manoj Singh Gaur , Mohamed Mosbah , Mauro Conti

App repackaging refers to the practice of customizing an existing mobile app and redistributing it in the wild. In this way, the attacker aims to force some mobile users to install the repackaged(likely malicious) app instead of the…

密码学与安全 · 计算机科学 2021-01-11 Alessio Merlo , Antonio Ruggia , Luigi Sciolla , Luca Verderame

Today, Android devices are able to provide various services. They support applications for different purposes such as entertainment, business, health, education, and banking services. Because of the functionality and popularity of Android…

神经与进化计算 · 计算机科学 2019-12-02 Sina Hojjatinia , Sajad Hamzenejadi , Hadis Mohseni

AI methods have been proven to yield impressive performance on Android malware detection. However, most AI-based methods make predictions of suspicious samples in a black-box manner without transparency on models' inference. The expectation…

密码学与安全 · 计算机科学 2022-11-21 Zhi Lu , Vrizlynn L. L. Thing

The exponential growth of mobile devices has raised concerns about sensitive data leakage. In this paper, we make the first attempt to identify suspicious location-related HTTP transmission flows from the user's perspective, by answering…

密码学与安全 · 计算机科学 2016-07-26 Hao Fu , Zizhan Zheng , Aveek K. Das , Parth H. Pathak , Pengfei Hu , Prasant Mohapatra

The rise of mobile apps has brought greater convenience and many options for users. However, many apps use analytics services to collect a wide range of user interaction data, with privacy policies often failing to reveal the types of…

软件工程 · 计算机科学 2024-01-17 Feiyang Tang , Bjarte M. Østvold

Sensors (e.g., light, gyroscope, accelerotmeter) and sensing enabled applications on a smart device make the applications more user-friendly and efficient. However, the current permission-based sensor management systems of smart devices…

密码学与安全 · 计算机科学 2017-07-03 Amit Kumar Sikder , Hidayet Aksu , A. Selcuk Uluagac

With the rapid advancement of machine learning (ML), ML-based Android malware detection has gained significant popularity due to its ability to automatically learn malicious patterns from Android apps. However, the lack of an in-depth and…

密码学与安全 · 计算机科学 2026-04-21 Jiahao Liu , Jun Zeng , Fabio Pierazzi , Ziqi Yang , Lorenzo Cavallaro , Zhenkai Liang

The widespread use of Android applications has made them a prime target for cyberattacks, significantly increasing the risk of malware that threatens user privacy, security, and device functionality. Effective malware detection is thus…

密码学与安全 · 计算机科学 2025-07-01 Saraga S. , Anagha M. S. , Dincy R. Arikkat , Rafidha Rehiman K. A. , Serena Nicolazzo , Antonino Nocera , Vinod P

Information technology and software services are pervasive, occupying the centre of most aspects of contemporary societies. This has given rise to commonly expected norms and expectations around how such systems should work, appropriate…

软件工程 · 计算机科学 2022-01-10 Sherlock A. Licorish , Helen E. Owen , Bastin Tony Roy Savarimuthu , Priyanka Patel