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Most contemporary mobile devices offer hardware-backed storage for cryptographic keys, user data, and other sensitive credentials. Such hardware protects credentials from extraction by an adversary who has compromised the main operating…

Cryptography and Security · Computer Science 2025-07-11 Jenny Blessing , Ross J. Anderson , Alastair R. Beresford

The increasing frequency of attacks on Android applications coupled with the recent popularity of large language models (LLMs) necessitates a comprehensive understanding of the capabilities of the latter in identifying potential…

Cryptography and Security · Computer Science 2025-03-18 Vasileios Kouliaridis , Georgios Karopoulos , Georgios Kambourakis

Automated specification-based testing has a long history with several notable tools having emerged. For example, QuickCheck for Haskell focuses on testing against user-provided properties. Others, such as JMLUnit, use specifications in the…

Programming Languages · Computer Science 2021-03-02 Janice Chin , David Pearce

Deep learning achieves remarkable performance on pattern recognition, but can be vulnerable to defects of some important properties such as robustness and security. This tutorial is based on a stream of research conducted since the summer…

Software Engineering · Computer Science 2021-08-05 Nicolas Berthier , Youcheng Sun , Wei Huang , Yanghao Zhang , Wenjie Ruan , Xiaowei Huang

Designing user interfaces (UIs) is a critical step when launching products, building portfolios, or personalizing projects, yet end users without design expertise often struggle to articulate their intent and to trust design choices.…

Human-Computer Interaction · Computer Science 2026-01-29 Junling Wang , Hongyi Lan , Xiaotian Su , Mustafa Doga Dogan , April Yi Wang

Software development teams generally welcome any effort to expose bugs in their code base. In this work, we build on the hypothesis that mobile apps from the same category (e.g., two web browser apps) may be affected by similar bugs in…

Software Engineering · Computer Science 2023-01-24 Xunzhu Tang , Haoye Tian , Pingfan Kong , Kui Liu , Jacques Klein , Tegawendé F. Bissyande

With the development in the field of smartphones and ever growing base of Internet, various softwares are left prone to many malicious activities like pharming, phishing, ransomware, spam, spoofing, spyware, eavesdropping, etc. These…

Cryptography and Security · Computer Science 2019-12-30 Soumya Sourav , Devashish Khulbe , Naman Kapoor

The popularity of Android OS has made it an appealing target to malware developers. To evade detection, including by ML-based techniques, attackers invest in creating malware that closely resemble legitimate apps. In this paper, we propose…

Cryptography and Security · Computer Science 2022-05-18 Nadia Daoudi , Kevin Allix , Tegawendé F. Bissyandé , Jacques Klein

Despite being one of the largest and most popular projects, the official Android framework has only provided test cases for less than 30% of its APIs. Such a poor test case coverage rate has led to many compatibility issues that can cause…

Software Engineering · Computer Science 2022-08-30 Xiaoyu Sun , Xiao Chen , Yanjie Zhao , Pei Liu , John Grundy , Li Li

Expecting the shipment of 1 billion Android devices in 2017, cyber criminals have naturally extended their vicious activities towards Google's mobile operating system. With an estimated number of 700 new Android applications released every…

Cryptography and Security · Computer Science 2014-10-29 Sebastian Neuner , Victor van der Veen , Martina Lindorfer , Markus Huber , Georg Merzdovnik , Martin Mulazzani , Edgar Weippl

Due to hardware and software improvements, an increasing number of AI models are deployed on-device. This shift enhances privacy and reduces latency, but also introduces security risks distinct from traditional software. In this article, we…

Machine Learning · Computer Science 2025-09-09 Victor Guyomard , Mathis Mauvisseau , Marie Paindavoine

It is well known that antivirus engines are vulnerable to evasion techniques (e.g., obfuscation) that transform malware into its variants. However, it cannot be necessarily attributed to the effectiveness of these evasions, and the limits…

Cryptography and Security · Computer Science 2025-07-29 Guozhu Meng , Zhixiu Guo , Xiaodong Zhang , Haoyu Wang , Kai Chen , Yang Liu

Automated GUI testing is crucial for ensuring the quality and reliability of Android apps. However, the efficacy of existing UI testing techniques is often limited, especially in terms of coverage. Recent studies, including the…

Software Engineering · Computer Science 2026-01-30 Wei Minn , Biniam Fisseha Demissie , Yan Naing Tun , Jiakun Liu , Mariano Ceccato , Lwin Khin Shar , David Lo

The Intent in Android plays an important role in inter-process and intra-process communications. The implicit Intent that an application could accept are declared in its manifest and are amongst the easiest feature to extract from an apk.…

Cryptography and Security · Computer Science 2020-10-20 Mohit Sewak , Sanjay K. Sahay , Hemant Rathore

Many Android applications collect data from users. When they do, they must protect this collected data according to the current legal frameworks. Such data protection has become even more important since the European Union rolled out the…

Software Engineering · Computer Science 2023-03-20 Mugdha Khedkar

Android applications collecting data from users must protect it according to the current legal frameworks. Such data protection has become even more important since the European Union rolled out the General Data Protection Regulation…

Software Engineering · Computer Science 2024-02-13 Mugdha Khedkar , Eric Bodden

Automatically crafting test scenarios for REST APIs helps deliver more reliable and trustworthy web-oriented systems. However, current black-box testing approaches rely heavily on the information available in the API's formal documentation,…

Software Engineering · Computer Science 2024-08-19 Davide Corradini , Zeno Montolli , Michele Pasqua , Mariano Ceccato

Mutation testing has shown great promise in assessing the effectiveness of test suites while exhibiting additional applications to test-case generation, selection, and prioritization. Traditional mutation testing typically utilizes a set of…

Generating test cases through automatic app exploration is very useful for analyzing and testing Android apps. However, test cases generated by current app-exploration tools are not reproducible, i.e. when the generated test case is…

Software Engineering · Computer Science 2017-10-25 Ziniu Hu , Yun Ma , Yangyang Huang

Security of mobile apps affects the security of their users. This has fueled the development of techniques to automatically detect vulnerabilities in mobile apps and help developers secure their apps; specifically, in the context of Android…

Cryptography and Security · Computer Science 2017-11-09 Joydeep Mitra , Venkatesh-Prasad Ranganath