MadDroid: Characterizing and Detecting Devious Ad Contents for Android Apps

Author:

Liu Tianming1,Wang Haoyu1,Li Li2,Luo Xiapu3,Dong Feng1,Guo Yao4,Wang Liu1,Bissyandé Tegawendé5,Klein Jacques6

Affiliation:

1. Beijing University of Posts and Telecommunications

2. Monash University

3. The Hong Kong Polytechnic University

4. Peking University

5. SnT University of Luxembourg

6. University of Luxembourg

Publisher

ACM

Reference82 articles.

1. 2016. Xposed Framework API. https://api.xposed.info/reference/packages.html. 2016. Xposed Framework API. https://api.xposed.info/reference/packages.html.

2. 2017. Google Play Store malware targets porn ads at millions of kids. http://www.itpro.co.uk/malware/30294/google-play-store-malware-targets-porn-ads-at-millions-of-kids. 2017. Google Play Store malware targets porn ads at millions of kids. http://www.itpro.co.uk/malware/30294/google-play-store-malware-targets-porn-ads-at-millions-of-kids.

3. 2017. Malware Displaying Porn Ads Discovered in Game Apps on Google Play. https://research.checkpoint.com/malware-displaying-porn-ads-discovered-in-game-apps-on-google-play/. 2017. Malware Displaying Porn Ads Discovered in Game Apps on Google Play. https://research.checkpoint.com/malware-displaying-porn-ads-discovered-in-game-apps-on-google-play/.

4. 2018. Ad contents contain malicious coinminer scripts. http://bbs.360.cn/thread-15338398-1-1.html. 2018. Ad contents contain malicious coinminer scripts. http://bbs.360.cn/thread-15338398-1-1.html.

5. 2018. Detection Result. https://www.virustotal.com/#/file/89225036f339ac101180699d85eef790e3017f1d0773d6e4a69e680a2bd27060/detection. 2018. Detection Result. https://www.virustotal.com/#/file/89225036f339ac101180699d85eef790e3017f1d0773d6e4a69e680a2bd27060/detection.

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1. MaDroid: A maliciousness-aware multifeatured dataset for detecting android malware;Computers & Security;2024-09

2. Massively Parallel Evasion Attacks and the Pitfalls of Adversarial Retraining;EAI Endorsed Transactions on Internet of Things;2024-07-17

3. "I tend to view ads almost like a pestilence": On the Accessibility Implications of Mobile Ads for Blind Users;Proceedings of the IEEE/ACM 46th International Conference on Software Engineering;2024-04-12

4. Symbolic Prompt Tuning Completes the App Promotion Graph;Lecture Notes in Computer Science;2024

5. ANDetect: A Third-party Ad Network Libraries Detection Framework for Android Applications;Annual Computer Security Applications Conference;2023-12-04

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