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Threat modeling plays a critical role in the identification and mitigation of security risks; however, manual approaches are often labor intensive and prone to error. This paper investigates the automation of software threat modeling…

Cryptography and Security · Computer Science 2025-10-31 Nicholas Pecka , Lotfi Ben Othmane , Renee Bryce

In the age of ubiquitous technologies, security- and privacy-focused choices have turned out to be a significant concern for individuals and organizations. Risks of such pervasive technologies are extensive and often misaligned with user…

Cryptography and Security · Computer Science 2020-07-01 Behnood Momenzadeh , Shakthidhar Gopavaram , Sanchari Das , L Jean Camp

As zero-day Android malware attacks grow more sophisticated, recent research highlights the effectiveness of using image-based representations of malware bytecode to detect previously unseen threats. However, existing studies often overlook…

Cryptography and Security · Computer Science 2026-01-15 Md Mashrur Arifin , Maqsudur Rahman , Nasir U. Eisty

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

We investigate the use of Android permissions as the vehicle to allow for quick and effective differentiation between benign and malware apps. To this end, we extract all Android permissions, eliminating those that have zero impact, and…

Cryptography and Security · Computer Science 2022-01-24 Muhammad Suleman Saleem , Jelena Mišić , Vojislav B. Mišić

Mobile devices have become very popular nowadays, due to its portability and high performance, a mobile device became a must device for persons using information and communication technologies. In addition to hardware rapid evolution,…

Cryptography and Security · Computer Science 2018-01-10 Bela Amro

Machine learning-based malware detection dominates current security defense approaches for Android apps. However, due to the evolution of Android platforms and malware, existing such techniques are widely limited by their need for constant…

Cryptography and Security · Computer Science 2021-11-03 Haipeng Cai

Mobile devices often distribute measurements from physical sensors to multiple applications using software multiplexing. On Android devices, the highest requested sampling frequency is returned to all applications, even if others request…

Cryptography and Security · Computer Science 2023-10-10 Carlton Shepherd , Jan Kalbantner , Benjamin Semal , Konstantinos Markantonakis

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

Validation of Android apps via testing is difficult owing to the presence of flaky tests. Due to non-deterministic execution environments, a sequence of events (a test) may lead to success or failure in unpredictable ways. In this work, we…

Software Engineering · Computer Science 2021-05-24 Zhen Dong , Abhishek Tiwari , Xiao Liang Yu , Abhik Roychoudhury

Android is the most popular OS worldwide. Therefore, it is a target for various kinds of malware. As a countermeasure, the security community works day and night to develop appropriate Android malware detection systems, with ML-based or…

Cryptography and Security · Computer Science 2022-06-22 Harel Berger , Chen Hajaj , Amit Dvir

Bring Your Own Device (BYOD) is a growing trend among enterprises, aiming to improve workers' mobility and productivity via their smartphones. The threats and dangers posed by the smartphones to the enterprise are also ever-growing. Such…

Cryptography and Security · Computer Science 2016-05-30 Uri Kanonov , Avishai Wool

Malware authors reuse the same program segments found in other applications for performing the similar kind of malicious activities such as information stealing, sending SMS and so on. Hence, there may exist several semantically similar…

Cryptography and Security · Computer Science 2021-12-07 Roopak Surendran

In recent years, learning-based Android malware detection has seen significant advancements, with detectors generally falling into three categories: string-based, image-based, and graph-based approaches. While these methods have shown…

Cryptography and Security · Computer Science 2025-09-16 Doan Minh Trung , Tien Duc Anh Hao , Luong Hoang Minh , Nghi Hoang Khoa , Nguyen Tan Cam , Van-Hau Pham , Phan The Duy

Large Language Models (LLMs) have demonstrated strong capabilities in various code intelligence tasks. However, their effectiveness for Android malware analysis remains underexplored. Decompiled Android malware code presents unique…

Cryptography and Security · Computer Science 2025-04-24 Yiling He , Hongyu She , Xingzhi Qian , Xinran Zheng , Zhuo Chen , Zhan Qin , Lorenzo Cavallaro

The daily amount of Android malicious applications (apps) targeting the app repositories is increasing, and their number is overwhelming the process of fingerprinting. To address this issue, we propose an enhanced Cypider framework, a set…

Cryptography and Security · Computer Science 2020-05-14 ElMouatez Billah Karbab , Mourad Debbabi , Abdelouahid Derhab , Djedjiga Mouheb

Android has been the most popular smartphone system with multiple platform versions active in the market. To manage the application's compatibility with one or more platform versions, Android allows apps to declare the supported platform…

Software Engineering · Computer Science 2020-09-01 Daoyuan Wu , Debin Gao , David Lo

With the continuous growth in the usage of Android apps, ensuring their security has become critically important. An increasing number of malicious apps adopt anti-analysis techniques to evade security measures. Although some research has…

Cryptography and Security · Computer Science 2025-12-16 Dewen Suo , Lei Xue , Runze Tan , Weihao Huang , Guozi Sun

Android apps collecting data from users must comply with legal frameworks to ensure data protection. This requirement has become even more important since the implementation of the General Data Protection Regulation (GDPR) by the European…

Cryptography and Security · Computer Science 2024-09-11 Mugdha Khedkar , Michael Schlichtig , Eric Bodden

The proper use of Android app permissions is crucial to the success and security of these apps. Users must agree to permission requests when installing or running their apps. Despite official Android platform documentation on proper…

Cryptography and Security · Computer Science 2025-08-05 Ali Alkinoon , Trung Cuong Dang , Ahod Alghuried , Abdulaziz Alghamdi , Soohyeon Choi , Manar Mohaisen , An Wang , Saeed Salem , David Mohaisen