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Android apps include third-party native libraries to increase performance and to reuse functionality. Native code is directly executed from apps through the Java Native Interface or the Android Native Development Kit. Android developers add…

密码学与安全 · 计算机科学 2021-03-04 Sumaya Almanee , Arda Unal , Mathias Payer , Joshua Garcia

AI coding agents are increasingly contributing to software development, yet their impact on mobile development has received little empirical attention. In this paper, we present the first category-level empirical study of agent-generated…

软件工程 · 计算机科学 2026-02-13 Muhammad Ahmad Khan , Hasnain Ali , Muneeb Rana , Muhammad Saqib Ilyas , Abdul Ali Bangash

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…

软件工程 · 计算机科学 2023-03-20 Mugdha Khedkar

Static analysis tools are widely used for vulnerability detection as they understand programs with complex behavior and millions of lines of code. Despite their popularity, static analysis tools are known to generate an excess of false…

软件工程 · 计算机科学 2021-02-17 Yunhui Zheng , Saurabh Pujar , Burn Lewis , Luca Buratti , Edward Epstein , Bo Yang , Jim Laredo , Alessandro Morari , Zhong Su

Since Android has become a popular software platform for mobile devices recently; they offer almost the same functionality as personal computers. Malwares have also become a big concern. As the number of new Android applications tends to be…

密码学与安全 · 计算机科学 2020-06-05 Muhammad Zuhair Qadir , Atif Nisar Jilani , Hassam Ullah Sheikh

Android malware have been growing at an exponential pace and becomes a serious threat to mobile users. It appears that most of the anti-malware still relies on the signature-based detection system which is generally slow and often not able…

密码学与安全 · 计算机科学 2019-04-24 Hemant Rathore , Sanjay K. Sahay , Palash Chaturvedi , Mohit Sewak

Graph-based detection methods leveraging Function Call Graphs (FCGs) have shown promise for Android malware detection (AMD) due to their semantic insights. However, the deployment of malware detectors in dynamic and hostile environments…

密码学与安全 · 计算机科学 2025-04-29 Shiwen Song , Xiaofei Xie , Ruitao Feng , Qi Guo , Sen Chen

Mobile application security has been one of the major areas of security research in the last decade. Numerous application analysis tools have been proposed in response to malicious, curious, or vulnerable apps. However, existing tools, and…

密码学与安全 · 计算机科学 2018-06-29 Richard Bonett , Kaushal Kafle , Kevin Moran , Adwait Nadkarni , Denys Poshyvanyk

Android applications are frequently plagiarized or repackaged, and software obfuscation is a recommended protection against these practices. However, there is very little data on the overall rates of app obfuscation, the techniques used, or…

密码学与安全 · 计算机科学 2018-02-21 Dominik Wermke , Nicolas Huaman , Yasemin Acar , Brad Reaves , Patrick Traynor , Sascha Fahl

The absolute majority of software today is developed collaboratively using collaborative version control tools such as Git. It is a common practice that once a vulnerability is detected and fixed, the developers behind the software issue a…

密码学与安全 · 计算机科学 2023-02-07 Nitzan Farhi , Noam Koenigstein , Yuval Shavitt

Sophisticated malware families exploit the openness of the Android platform to infiltrate IoT networks, enabling large-scale disruption, data exfiltration, and denial-of-service attacks. This systematic literature review (SLR) examines…

密码学与安全 · 计算机科学 2025-09-16 Shama Maganur , Yili Jiang , Jiaqi Huang , Fangtian Zhong

Developing intelligent agents capable of operating a wide range of Graphical User Interfaces (GUIs) with human-level proficiency is a key milestone on the path toward Artificial General Intelligence. While most existing datasets and…

人工智能 · 计算机科学 2025-11-21 Sen Chen , Tong Zhao , Yi Bin , Fei Ma , Wenqi Shao , Zheng Wang

We report the findings of a reimplementation of 18 foundational studies in feature-based machine learning for Android malware detection, published during the period 2013-2023. These studies are reevaluated on a level playing field using a…

机器学习 · 计算机科学 2026-01-22 Ali Muzaffar , Hani Ragab Hassen , Hind Zantout , Michael A Lones

Android is one of the leading operating systems for smart phones in terms of market share and usage. Unfortunately, it is also an appealing target for attackers to compromise its security through malicious applications. To tackle this…

密码学与安全 · 计算机科学 2022-05-31 Kaleem Nawaz Khan , Najeeb Ullah , Sikandar Ali , Muhammad Salman Khan , Mohammad Nauman , Anwar Ghani

The growing popularity of Android requires malware detection systems that can keep up with the pace of new software being released. According to a recent study, a new piece of malware appears online every 12 seconds. To address this, we…

密码学与安全 · 计算机科学 2025-11-14 Ali Muzaffar , Hani Ragab Hassen , Hind Zantout , Michael A Lones

The exponential growth of android-based mobile IoT systems has significantly increased the susceptibility of devices to cyberattacks, particularly in smart homes, UAVs, and other connected mobile environments. This article presents a…

密码学与安全 · 计算机科学 2025-06-24 Akarsh K Nair , Shanik Hubert Satheesh Kumar. , Deepti Gupta

Android is among the popular platforms running on millions of smart devices, like smartphones and tablets, whose widespread adoption is seen as an opportunity for spreading malware. Adding malicious payloads to cracked applications, often…

密码学与安全 · 计算机科学 2019-03-13 Konstantinos-Panagiotis Grammatikakis , Angela Ioannou , Stavros Shiaeles , Nicholas Kolokotronis

Agentic AI introduces security vulnerabilities that traditional LLM safeguards fail to address. Although recent work by Unit 42 at Palo Alto Networks demonstrated that ChatGPT-4o successfully executes attacks as an agent that it refuses in…

密码学与安全 · 计算机科学 2025-12-18 Viet K. Nguyen , Mohammad I. Husain

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…

密码学与安全 · 计算机科学 2021-04-09 Alain Menelet , Charles-Edmond Bichot

In the digitized world, smartphones and their apps play an important role. To name just a few examples, some apps offer possibilities for entertainment, others for online banking, and others offer support for two-factor authentication.…

密码学与安全 · 计算机科学 2023-07-18 Alexander Hefter , Christoph Sendner , Alexandra Dmitrienko