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Related papers: Vulnerability Analysis of the Android Kernel

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The persistent threat of Android malware presents a serious challenge to the security of millions of users globally. While many machine learning-based methods have been developed to detect these threats, their reliance on large labeled…

Cryptography and Security · Computer Science 2025-07-08 M. Tahir Akdeniz , Zeynep Yeşilkaya , İ. Enes Köse , İ. Ulaş Ünal , Sevil Şen

Due to its open-source nature, the Android operating system has consistently been a primary target for attackers. Learning-based methods have made significant progress in the field of Android malware detection. However, traditional…

Cryptography and Security · Computer Science 2025-04-11 Xingyuan Wei , Zijun Cheng , Ning Li , Qiujian Lv , Ziyang Yu , Degang Sun

Increasing numbers of software vulnerabilities are discovered every year whether they are reported publicly or discovered internally in proprietary code. These vulnerabilities can pose serious risk of exploit and result in system…

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…

Cryptography and Security · Computer Science 2025-11-14 Ali Muzaffar , Hani Ragab Hassen , Hind Zantout , Michael A Lones

Accurate detection of third-party libraries (TPLs) is fundamental to Android security, supporting vulnerability tracking, malware detection, and supply chain auditing. Despite many proposed tools, their real-world effectiveness remains…

Cryptography and Security · Computer Science 2025-09-08 Jintao Gu , Haolang Lu , Guoshun Nan , Yihan Lin , Kun Wang , Yuchun Guo , Yigui Cao , Yang Liu

Unique challenges arise when testing mobile applications due to their prevailing event-driven nature and complex contextual features (e.g. sensors, notifications). Current automated input generation approaches for Android apps are typically…

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

Android is a widely used operating system that employs a permission-based access control model. The Android Permissions System (APS) is responsible for mediating application resource requests. APS is a critical component of the Android…

Cryptography and Security · Computer Science 2022-08-24 Amirhosein Sayyadabdi , Behrouz Tork Ladani , Bahman Zamani

Software vulnerability detection is critical in software security because it identifies potential bugs in software systems, enabling immediate remediation and mitigation measures to be implemented before they may be exploited. Automatic…

Software Engineering · Computer Science 2023-06-21 Nima Shiri Harzevili , Alvine Boaye Belle , Junjie Wang , Song Wang , Zhen Ming , Jiang , Nachiappan Nagappan

Machine learning (ML) has demonstrated significant advancements in Android malware detection (AMD); however, the resilience of ML against realistic evasion attacks remains a major obstacle for AMD. One of the primary factors contributing to…

Cryptography and Security · Computer Science 2024-08-30 Hamid Bostani , Zhengyu Zhao , Veelasha Moonsamy

The kernel is the most safety- and security-critical component of many computer systems, as the most severe bugs lead to complete system crash or exploit. It is thus desirable to guarantee that a kernel is free from these bugs using formal…

Cryptography and Security · Computer Science 2021-05-25 Olivier Nicole , Matthieu Lemerre , Sébastien Bardin , Xavier Rival

Computing platforms such as smartphones frequently access Web content using many separate applications rather than a single Web browser application. These applications often deal with sensitive user information such as financial data or…

Cryptography and Security · Computer Science 2014-10-29 Vasant Tendulkar , William Enck

Android is the most widely deployed end-user focused operating system. With its growing set of use cases encompassing communication, navigation, media consumption, entertainment, finance, health, and access to sensors, actuators, cameras,…

Static analysis plays a crucial role in software vulnerability detection, yet faces a persistent precision-scalability tradeoff. In large codebases like the Linux kernel, traditional static analysis tools often generate excessive false…

Software Engineering · Computer Science 2025-06-03 Haonan Li , Hang Zhang , Kexin Pei , Zhiyun Qian

Mobile malware has continued to grow at an alarming rate despite on-going efforts towards mitigating the problem. This has been particularly noticeable on Android due to its being an open platform that has subsequently overtaken other…

Cryptography and Security · Computer Science 2016-07-28 Suleiman Y. Yerima , Sakir Sezer , Igor Muttik

The battle to mitigate Android malware has become more critical with the emergence of new strains incorporating increasingly sophisticated evasion techniques, in turn necessitating more advanced detection capabilities. Hence, in this paper…

Cryptography and Security · Computer Science 2016-07-28 Suleiman Y. Yerima , Sakir Sezer , Igor Muttik

Android's open-source nature facilitates widespread smartphone accessibility, particularly in price-sensitive markets. System and vendor applications that come pre-installed on budget Android devices frequently operate with elevated…

Cryptography and Security · Computer Science 2025-09-24 Alioune Diallo , Anta Diop , Abdoul Kader Kabore , Jordan Samhi , Aleksandr Pilgun , Tegawendé F. Bissyande , Jacque Klein

This paper reviews work published between 2002 and 2022 in the fields of Android malware, clone, and similarity detection. It examines the data sources, tools, and features used in existing research and identifies the need for a…

Cryptography and Security · Computer Science 2024-12-17 Simon Torka , Sahin Albayrak

The art of finding software vulnerabilities has been covered extensively in the literature and there is a huge body of work on this topic. In contrast, the intentional insertion of exploitable, security-critical bugs has received little…

Cryptography and Security · Computer Science 2020-07-07 Jannik Pewny , Thorsten Holz

The Android operating system is pervasively adopted as the operating system platform of choice for smart devices. However, the strong adoption has also resulted in exponential growth in the number of Android based malicious software or…

Cryptography and Security · Computer Science 2023-01-18 Aye Thaw Da Naing , Justin Soh Beng Guan , Yarzar Shwe Win , Jonathan Pan

Dynamic analysis has emerged as a pivotal technique for testing Android apps, enabling the detection of bugs, malicious code, and vulnerabilities. A key metric in evaluating the efficacy of tools employed by both research and practitioner…

Software Engineering · Computer Science 2024-04-18 Jordan Samhi , Andreas Zeller