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Android has become the most popular mobile operating system. Correspondingly, an increasing number of Android malware has been developed and spread to steal users' private information. There exists one type of malware whose benign behaviors…

Cryptography and Security · Computer Science 2021-07-13 Yueming Wu , Deqing Zou , Wei Yang , Xiang Li , Hai Jin

The amount of Android malware has increased greatly during the last few years. Static analysis is widely used in detecting such malware by analyzing the code without execution. The effectiveness of current tools relies on the app model as…

Cryptography and Security · Computer Science 2016-04-11 Mohsin Junaid , Donggang Liu , David Kung

An important problem of cyber-security is malware analysis. Besides good precision and recognition rate, a malware detection scheme needs to be able to generalize well for novel malware families (a.k.a zero-day attacks). It is important…

Cryptography and Security · Computer Science 2018-10-25 Mahmood Yousefi-Azar , Len Hamey , Vijay Varadharajan , Shiping Chen

This demo paper presents the technical details and usage scenarios of $\mu$SE: a mutation-based tool for evaluating security-focused static analysis tools for Android. Mutation testing is generally used by software practitioners to assess…

Software Engineering · Computer Science 2021-07-16 Amit Seal Ami , Kaushal Kafle , Kevin Moran , Adwait Nadkarni , Denys Poshyvanyk

Android is a widely deployed operating system that employs a permission-based access control model. The Android Permissions System (APS) is responsible for mediating resource requests from applications. APS is a critical component of the…

Cryptography and Security · Computer Science 2022-03-21 Amirhosein Sayyadabdi

Mobile devices are used more and more in everyday life. They are our cameras, wallets, and keys. Basically, they embed most of our private information in our pocket. For this and other reasons, mobile devices, and in particular the software…

Software Engineering · Computer Science 2017-04-13 Mario Linares-Vasquez , Gabriele Bavota , Camilo Escobar-Velasquez

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

Researchers and commercial companies have made a lot of efforts on detecting malware in Android platform. However, a recent malware threat, App collusion, makes malware detection challenging. In App collusion, two or more Apps collaborate…

Cryptography and Security · Computer Science 2018-03-15 Jice Wang , Hongqi Wu

With the rapid technological advancement, security has become a major issue due to the increase in malware activity that poses a serious threat to the security and safety of both computer systems and stakeholders. To maintain stakeholders,…

The Android operating system has been the most popular for smartphones and tablets since 2012. This popularity has led to a rapid raise of Android malware in recent years. The sophistication of Android malware obfuscation and detection…

Cryptography and Security · Computer Science 2019-11-25 Mohammed K. Alzaylaee , Suleiman Y. Yerima , Sakir Sezer

During last ten years, the number of smartphones and mobile applications has been constantly growing. Android, iOS and Windows Mobile are three mobile platforms that cover almost all smartphones in the world in 2017. Developing a mobile app…

Software Engineering · Computer Science 2017-03-03 Matias Martinez , Sylvain Lecomte

Everyday services of society increasingly rely on mobile applications, resulting in a conflicting situation between the possibility of participation on the one side and user privacy and digital freedom on the other. In order to protect…

Cryptography and Security · Computer Science 2026-02-04 Cornell Ziepel , Stephan Escher , Sebastian Rehms , Stefan Köpsell

Autonomous agents have become increasingly important for interacting with the real world. Android agents, in particular, have been recently a frequently-mentioned interaction method. However, existing studies for training and evaluating…

Artificial Intelligence · Computer Science 2024-11-05 Yifan Xu , Xiao Liu , Xueqiao Sun , Siyi Cheng , Hao Yu , Hanyu Lai , Shudan Zhang , Dan Zhang , Jie Tang , Yuxiao Dong

The importance of employing machine learning for malware detection has become explicit to the security community. Several anti-malware vendors have claimed and advertised the application of machine learning in their products in which the…

Cryptography and Security · Computer Science 2018-02-06 Mansour Ahmadi , Angelo Sotgiu , Giorgio Giacinto

There are over 1.2 million applications on the Google Play store today with a large number of competing applications for any given use or function. This creates challenges for users in selecting the right application. Moreover, some of the…

Networking and Internet Architecture · Computer Science 2015-04-28 Luigi Vigneri , Jaideep Chandrashekar , Ioannis Pefkianakis , Olivier Heen

Mobile application security has been a major area of focus for security research over the course of the last decade. Numerous application analysis tools have been proposed in response to malicious, curious, or vulnerable apps. However,…

Cryptography and Security · Computer Science 2021-07-20 Amit Seal Ami , Kaushal Kafle , Kevin Moran , Adwait Nadkarni , Denys Poshyvanyk

With the number of new mobile malware instances increasing by over 50\% annually since 2012 [24], malware embedding in mobile apps is arguably one of the most serious security issues mobile platforms are exposed to. While obfuscation…

Cryptography and Security · Computer Science 2019-08-23 Muhammad Ikram , Pierrick Beaume , Mohamed Ali Kaafar

We present an add-on for the Android platform, capable of intercepting nearly all interactions between apps or apps with the platform, including arguments of method invocations in a human-readable format. A preliminary performance…

Software Engineering · Computer Science 2014-06-10 Jan-Christoph Kuester , Andreas Bauer

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

Clustering has been well studied for desktop malware analysis as an effective triage method. Conventional similarity-based clustering techniques, however, cannot be immediately applied to Android malware analysis due to the excessive use of…

Cryptography and Security · Computer Science 2017-07-18 Yuping Li , Jiyong Jang , Xin Hu , Xinming Ou