DEMISTIFY: Identifying On-device Machine Learning Models Stealing and Reuse Vulnerabilities in Mobile Apps

Author:

Ren Pengcheng1ORCID,Zuo Chaoshun2ORCID,Liu Xiaofeng1ORCID,Diao Wenrui1ORCID,Zhao Qingchuan3ORCID,Guo Shanqing1ORCID

Affiliation:

1. Shandong University, Jinan, China

2. Ohio State University, Columbus, Ohio, USA

3. City University of Hong Kong, Hong Kong, China

Publisher

ACM

Reference61 articles.

1. 2017. UI/Application Exerciser Monkey. https://developer.android.com/tools/help/monkey.html.

2. Yossi Adi, Carsten Baum, Moustapha Cisse, Benny Pinkas, and Joseph Keshet. 2018. Turning your weakness into a strength: Watermarking deep neural networks by backdooring. In 27th {USENIX} Security Symposium ({USENIX} Security 18). 1615--1631.

3. Apktool. [n. d.]. A tool for reverse engineering 3rd party, closed, binary Android apps. https://ibotpeaches.github.io/Apktool/.

4. FlowDroid

5. Lejla Batina, Shivam Bhasin, Dirmanto Jap, and Stjepan Picek. 2018. CSI neural network: Using side-channels to recover your artificial neural network information. arXiv preprint arXiv:1810.09076 (2018).

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