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This paper presents a demo of our Security Toolbox to detect novel malware in Android apps. This Toolbox is developed through our recent research project funded by the DARPA Automated Program Analysis for Cybersecurity (APAC) project. The…

Cryptography and Security · Computer Science 2015-04-08 Benjamin Holland , Tom Deering , Suresh Kothari , Jon Mathews , Nikhil Ranade

The development and analysis of mobile applications in term of security have become an active research area from many years as many apps are vulnerable to different attacks. Especially the concept of hybrid applications has emerged in the…

Cryptography and Security · Computer Science 2020-07-31 Usama Khalid , Muhammad Abdullah , Kashif Inayat

Due to the continuous improvement of performance and functions, Android remains the most popular operating system on mobile phone today. However, various malicious applications bring great threats to the system. Over the past few years,…

Cryptography and Security · Computer Science 2021-09-03 Ruicong Huang

A recent report indicates that there is a new malicious app introduced every 4 seconds. This rapid malware distribution rate causes existing malware detection systems to fall far behind, allowing malicious apps to escape vetting efforts and…

Cryptography and Security · Computer Science 2017-11-16 Lichao Sun , Xiaokai Wei , Jiawei Zhang , Lifang He , Philip S. Yu , Witawas Srisa-an

GUI-based models extracted from Android app execution traces, events, or source code can be extremely useful for challenging tasks such as the generation of scenarios or test cases. However, extracting effective models can be an expensive…

Software Engineering · Computer Science 2018-01-22 Mario Linares-Vasquez , Martin White , Carlos Bernal-Cardenas , Kevin Moran , Denys Poshyvanyk

Android apps must work correctly even if their execution is interrupted by external events. For instance, an app must work properly even if a phone call is received, or after its layout is redrawn because the smartphone has been rotated.…

Software Engineering · Computer Science 2020-10-13 Oliviero Riganelli , Simone Paolo Mottadelli , Claudio Rota , Daniela Micucci , Leonardo Mariani

The android operating system is being installed in most of the smart devices. The introduction of intrusions in such operating systems is rising at a tremendous rate. With the introduction of such malicious data streams, the smart devices…

Machine Learning · Computer Science 2024-12-06 Madiha Tahreem , Ifrah Andleeb , Bilal Zahid Hussain , Arsalan Hameed

With the increasing prevalence of fraudulent Android applications such as fake and malicious applications, it is crucial to detect them with high accuracy and adaptability. We present AgentDroid, a novel tool for Android fraudulent…

Software Engineering · Computer Science 2025-10-09 Ruwei Pan , Hongyu Zhang , Zhonghao Jiang , Ran Hou

Android Apps are frequently updated to keep up with changing user, hardware, and business demands. Ensuring the correctness of App updates through extensive testing is crucial to avoid potential bugs reaching the end user. Existing Android…

Software Engineering · Computer Science 2023-09-06 Chao Peng , Zhengwei Lv , Jiarong Fu , Jiayuan Liang , Zhao Zhang , Ajitha Rajan , Ping Yang

In malware detection, dynamic analysis extracts the runtime behavior of malware samples in a controlled environment and static analysis extracts features using reverse engineering tools. While the former faces the challenges of…

Cryptography and Security · Computer Science 2022-11-28 Mao V. Ngo , Tram Truong-Huu , Dima Rabadi , Jia Yi Loo , Sin G. Teo

With the continuous rise in the popularity of Android mobile devices, automated testing of apps has become more important than ever. Android apps are event-driven programs. Unfortunately, generating all possible types of events by…

Android applications (apps) grow dramatically in recent years. Apps are user interface (UI) centric typically. Rapid UI responsiveness is key consideration to app developers. However, we still lack a handy tool for profiling app performance…

Software Engineering · Computer Science 2015-12-29 Yu Kang , Yangfan Zhou , Hui Xu , Michael R. Lyu

Permission analysis is a widely used method for Android malware detection. It involves examining the permissions requested by an application to access sensitive data or perform potentially malicious actions. In recent years, various machine…

Cryptography and Security · Computer Science 2025-07-31 Ahmed Sabbah , Radi Jarrar , Samer Zein , David Mohaisen

The number of Android malware variants (clones) are on the rise and, to stop this attack of clones we need to develop new methods and techniques for analysing and detecting them. As a first step, we need to study how these malware clones…

Cryptography and Security · Computer Science 2021-06-18 Shahid Alam , M. Zain ul Abideen , Shahzad Saleem

Over the last decade, machine learning has been extensively applied to identify malicious Android applications. However, such approaches remain vulnerable against adversarial examples, i.e., examples that are subtly manipulated to fool a…

Cryptography and Security · Computer Science 2026-05-29 Daniel Pulido-Cortázar , Daniel Gibert , Felip Manyà

Driven by new software development processes and testing in clouds, system and integration testing nowadays tends to produce enormous number of alarms. Such test alarms lay an almost unbearable burden on software testing engineers who have…

Software Engineering · Computer Science 2017-03-03 He Jiang , Xiaochen Li , Zijiang Yang , Jifeng Xuan

We present HornDroid, a new tool for the static analysis of information flow properties in Android applications. The core idea underlying HornDroid is to use Horn clauses for soundly abstracting the semantics of Android applications and to…

Cryptography and Security · Computer Science 2017-07-26 Stefano Calzavara , Ilya Grishchenko , Matteo Maffei

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

Mobile developers face unique challenges when detecting and reporting crashes in apps due to their prevailing GUI event-driven nature and additional sources of inputs (e.g., sensor readings). To support developers in these tasks, we…

Software Engineering · Computer Science 2017-06-06 Kevin Moran , Mario Linares-Vásquez , Carlos Bernal-Cárdenas , Christopher Vendome , Denys Poshyvanyk

With the increasing user base of Android devices and advent of technologies such as Internet Banking, delicate user data is prone to be misused by malware and spyware applications. As the app developer community increases, the quality…

Cryptography and Security · Computer Science 2018-06-19 Dhruv Rathi , Rajni Jindal