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Sophisticated evasion tactics in malicious Android applications, combined with their intricate behavioral semantics, enable attackers to conceal malicious logic within legitimate functions, underscoring the critical need for robust and…

Software Engineering · Computer Science 2025-09-12 Guangyu Zhang , Xixuan Wang , Shiyu Sun , Peiyan Xiao , Kun Sun , Yanhai Xiong

Static analysis is a growing application of software engineering, leading to a range of essential security tools, bug-finding tools, as well as software verification. Recent years show an increase of universal static analysis tools that…

Programming Languages · Computer Science 2024-04-22 Avi Hayoun , Veselin Raychev , Jack Hair

The widespread use of Android applications has made them a prime target for cyberattacks, significantly increasing the risk of malware that threatens user privacy, security, and device functionality. Effective malware detection is thus…

Cryptography and Security · Computer Science 2025-07-01 Saraga S. , Anagha M. S. , Dincy R. Arikkat , Rafidha Rehiman K. A. , Serena Nicolazzo , Antonino Nocera , Vinod P

This paper introduces Dexpler, a software package which converts Dalvik bytecode to Jimple. Dexpler is built on top of Dedexer and Soot. As Jimple is Soot's main internal rep- resentation of code, the Dalvik bytecode can be manipu- lated…

Software Engineering · Computer Science 2019-07-24 Alexandre Bartel , Jacques Klein , Martin Monperrus , Yves Le Traon

We address the problem of discovering communication links between applications in the popular Android mobile operating system, an important problem for security and privacy in Android. Any scalable static analysis in this complex setting is…

Programming Languages · Computer Science 2018-09-12 Jinman Zhao , Aws Albarghouthi , Vaibhav Rastogi , Somesh Jha , Damien Octeau

As the complexity of mobile applications grows exponentially and the fragmentation of user device environments intensifies, ensuring online application stability faces unprecedented challenges. Traditional methods, such as static logging…

Software Engineering · Computer Science 2025-12-29 Qi Hu , Jiangchao Liu , Xin Yu , Lin Zhang , Edward Jiang

Motivated by the immutable nature of Ethereum smart contracts and of their transactions, quite many approaches have been proposed to detect defects and security problems before smart contracts become persistent in the blockchain and they…

Software Engineering · Computer Science 2021-03-17 Filippo Contro , Marco Crosara , Mariano Ceccato , Mila Dalla Preda

The Android mining sandbox approach consists in running dynamic analysis tools on a benign version of an Android app and recording every call to sensitive APIs. Later, one can use this information to (a) prevent calls to other sensitive…

In this paper a novel system for detecting meaningful deviations in a mobile application's network behavior is proposed. The main goal of the proposed system is to protect mobile device users and cellular infrastructure companies from…

Cryptography and Security · Computer Science 2012-08-07 L. Chekina , D. Mimran , L. Rokach , Y. Elovici , B. Shapira

Decompilation is a well-studied area with numerous high-quality tools available. These are frequently used for security tasks and to port legacy code. However, they regularly generate difficult-to-read programs and require a large amount of…

Programming Languages · Computer Science 2024-02-16 Jordi Armengol-Estapé , Jackson Woodruff , Chris Cummins , Michael F. P. O'Boyle

With the growth of mobile devices and applications, the number of malicious software, or malware, is rapidly increasing in recent years, which calls for the development of advanced and effective malware detection approaches. Traditional…

Cryptography and Security · Computer Science 2018-12-12 Rui Zhu , Chenglin Li , Di Niu , Hongwen Zhang , Husam Kinawi

Analyzing third-party software such as malware or firmware is a crucial task for security analysts. Although various approaches for automatic analysis exist and are the subject of ongoing research, analysts often have to resort to manual…

Cryptography and Security · Computer Science 2023-06-01 Steffen Enders , Eva-Maria C. Behner , Niklas Bergmann , Mariia Rybalka , Elmar Padilla , Er Xue Hui , Henry Low , Nicholas Sim

Static source code analysis is a powerful tool for finding and fixing bugs when deployed properly; it is, however, all too easy to deploy it in a way that looks good superficially, but which misses important defects, shows many false…

Software Engineering · Computer Science 2022-02-25 Flash Sheridan

The Android operating system has become the most popular operating system for smartphones and tablets leading to a rapid rise in malware. Sophisticated Android malware employ detection avoidance techniques in order to hide their malicious…

Cryptography and Security · Computer Science 2017-04-03 Mohammed K. Alzaylaee , Suleiman Y. Yerima , Sakir Sezer

With the increasing user base of Android devices and advent of technologies such as Internet Banking, delicate user data is prone to be misused by malware and spyware applications. As the app developer community increases, the quality…

Cryptography and Security · Computer Science 2018-06-19 Dhruv Rathi , Rajni Jindal

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

Recent advancements in ML and DL have significantly improved Android malware detection, yet many methodologies still rely on basic static analysis, bytecode, or function call graphs that often fail to capture complex malicious behaviors.…

Software Engineering · Computer Science 2024-08-30 Tiezhu Sun , Nadia Daoudi , Kisub Kim , Kevin Allix , Tegawendé F. Bissyandé , Jacques Klein

The Android OS has become the most popular mobile operating system leading to a significant increase in the spread of Android malware. Consequently, several static and dynamic analysis systems have been developed to detect Android malware.…

Cryptography and Security · Computer Science 2017-05-19 Mohammed K. Alzaylaee , Suleiman Y. Yerima , Sakir Sezer

Static analysis remains one of the most popular approaches for detecting and correcting poor or vulnerable program code. It involves the examination of code listings, test results, or other documentation to identify errors, violations of…

Artificial Intelligence · Computer Science 2021-08-27 Fitzroy D. Nembhard , Marco M. Carvalho

Android users are now suffering severe threats from unwanted behaviors of various apps. The analysis of apps' audit logs is one of the essential methods for some device manufacturers to unveil the underlying malice within apps. We propose…

Software Engineering · Computer Science 2020-12-01 Zhaoyi Meng , Yan Xiong , Wenchao Huang , Fuyou Miao , Jianmeng Huang