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Machine learning (ML) has gained significant adoption in Android malware detection to address the escalating threats posed by the rapid proliferation of malware attacks. However, recent studies have revealed the inherent vulnerabilities of…

Cryptography and Security · Computer Science 2026-05-07 Yuyang Zhou , Guang Cheng , Zongyao Chen , Shui Yu

Android banking applications have revolutionized financial management by allowing users to perform various financial activities through mobile devices. However, this convenience has attracted cybercriminals who exploit security…

Cryptography and Security · Computer Science 2026-01-30 Wei Minn , Phong Phan , Vikas K. Malviya , Benjamin Adolphi , Yan Naing Tun , Henning Benzon Treichl , Albert Ching , Lwin Khin Shar , David Lo

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

Being able to automatically detect the performance issues in apps can significantly improve apps' quality as well as having a positive influence on user satisfaction. Application Performance Management (APM) libraries are used to locate the…

Software Engineering · Computer Science 2021-03-23 Yutian Tang , Haoyu Wang , Xian Zhan , Xiapu Luo , Yajin Zhou , Hao Zhou , Qiben Yan , Yulei Sui , Jacky Keung

This paper presents a framework that selectively triggers security reviews for incoming source code changes. Functioning as a review bot within a code review service, the framework can automatically request additional security reviews at…

Cryptography and Security · Computer Science 2024-05-28 Keun Soo Yim

The Android operating system is the most spread mobile platform in the world. Therefor attackers are producing an incredible number of malware applications for Android. Our aim is to detect Android's malware in order to protect the user. To…

Cryptography and Security · Computer Science 2021-04-09 Alain Menelet , Charles-Edmond Bichot

The advent of MiniApps, operating within larger SuperApps, has revolutionized user experiences by offering a wide range of services without the need for individual app downloads. However, this convenience has raised significant privacy…

Cryptography and Security · Computer Science 2024-12-13 Shenao Wang , Yuekang Li , Kailong Wang , Yi Liu , Hui Li , Yang Liu , Haoyu Wang

Current legal frameworks enforce that Android developers accurately report the data their apps collect. However, large codebases can make this reporting challenging. This paper employs an empirical approach to understand developers'…

Software Engineering · Computer Science 2026-04-27 Mugdha Khedkar , Michael Schlichtig , Mohamed Soliman , Eric Bodden

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…

Software Engineering · Computer Science 2015-11-23 Li Li , Tegawendé F. Bissyandé , Jacques Klein , Yves Le Traon

To satisfy varying customer needs, device vendors and OS providers often rely on the open-source nature of the Android OS and offer customized versions of the Android OS. When a new version of the Android OS is released, device vendors and…

Software Engineering · Computer Science 2022-06-01 Pei Liu , Mattia Fazzini , John Grundy , Li Li

Limited by the small keyboard, most mobile apps support the automatic login feature for better user experience. Therefore, users avoid the inconvenience of retyping their ID and password when an app runs in the foreground again. However,…

Cryptography and Security · Computer Science 2021-03-31 Wenna Song , Jiang Ming , Lin Jiang , Han Yan , Yi Xiang , Yuan Chen , Jianming Fu , Guojun Peng

The current state-of-the-art Android malware detection systems are based on machine learning and deep learning models. Despite having superior performance, these models are susceptible to adversarial attacks. Therefore in this paper, we…

Cryptography and Security · Computer Science 2021-01-29 Hemant Rathore , Sanjay K. Sahay , Piyush Nikam , Mohit Sewak

In this paper, we seek to better understand Android obfuscation and depict a holistic view of the usage of obfuscation through a large-scale investigation in the wild. In particular, we focus on four popular obfuscation approaches:…

Cryptography and Security · Computer Science 2018-01-08 Shuaike Dong , Menghao Li , Wenrui Diao , Xiangyu Liu , Jian Liu , Zhou Li , Fenghao Xu , Kai Chen , Xiaofeng Wang , Kehuan Zhang

With the increasing usage of smartphones a plethora of security solutions are being designed and developed. Many of the security solutions fail to cope with advanced attacks and are not aways properly designed for smartphone platforms.…

Cryptography and Security · Computer Science 2015-02-18 Asaf Shabtai , Dudu Mimran , Yuval Elovici

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

Authorship identification is the process of identifying and classifying authors through given codes. Authorship identification can be used in a wide range of software domains, e.g., code authorship disputes, plagiarism detection, exposure…

Software Engineering · Computer Science 2020-09-01 Wei Wang , Guozhu Meng , Haoyu Wang , Kai Chen , Weimin Ge , Xiaohong Li

We present the design and design rationale for the user interfaces for Privacy Enhancements for Android (PE for Android). These UIs are built around two core ideas, namely that developers should explicitly declare the purpose of why…

Cloud storage services like Dropbox and Google Drive are widely used by individuals and businesses. Two attractive features of these services are 1) the automatic synchronization of files between multiple client devices and 2) the…

Android Framework is a layer of software that exists in every Android system managing resources of all Android apps. A vulnerability in Android Framework can lead to severe hacks, such as destroying user data and leaking private…

Cryptography and Security · Computer Science 2016-11-04 Lannan Luo , Qiang Zeng , Chen Cao , Kai Chen , Jian Liu , Limin Liu , Neng Gao , Min Yang , Xinyu Xing , Peng Liu

String obfuscation is an established technique used by proprietary, closed-source applications to protect intellectual property. Furthermore, it is also frequently used to hide spyware or malware in applications. In both cases, the…

Cryptography and Security · Computer Science 2020-09-10 Leonid Glanz , Patrick Müller , Lars Baumgärtner , Michael Reif , Sven Amann , Pauline Anthonysamy , Mira Mezini