AdvDroidZero Access Instructions

This resporistry is the instructions regarding access requests to code of our paper "Efficient Query-Based Attack against ML-Based Android Malware Detection under Zero Knowledge Setting" [PDF], ACM CCS 2023.

• AdvDroidZero Access Instructions
  • Introduction
  • Access
  • Contact
  • People
  • Licenses

Introduction

AdvDroidZero is an efficient query-based attack framework designed to generate adversarial Android malware under zero knowledge setting. The primary objective of our study is to assess the robustness of ML-based Android malware detection methods.

Further details can be found in our paper "Efficient Query-Based Attack against ML-Based Android Malware Detection under Zero Knowledge Setting" [PDF], ACM CCS 2023.

If you end up building on this code as part of a project or publication, please include a reference to our paper:

@inproceedings{he2023efficient,
  title = {Efficient Query-Based Attack against ML-Based Android Malware Detection under Zero Knowledge Setting},
  author = {He, Ping and Xia, Yifan and Zhang, Xuhong and Ji, Shouling},
  booktitle = {ACM Conference on Computer and Communications Security (CCS)},
  year = {2023},
}

Access

We are hosting the code on a private repository. To get access to the repository, please complete the following form:

> FORM TO REQUEST ACCESS <

For ethical reasons, we will only be sharing the code with verified academic researchers.

We have already granted access to researchers from the following institutions:

1. Beijing Jiaotong University
2. Beijing Institute of Technology
3. BITS Pilani, Hyderabad Campus
4. Chongqing University
5. Nanjing University of Posts and Telecommunications
6. Peking University
7. Politecnico di Milano
8. Singapore Management University
9. Southeast University
10. University of Cagliari
11. University of Chinese Academy of Sciences

Contact

To avoid misuse, please read and agree to the following conditions before sending us emails.

• After filling out the from, please feel free to email Ping He (gnip@zju.edu.cn) and CC Shouling Ji (sji@zju.edu.cn). This email will serve as a reminder in case your request is inadvertently overlooked.
• Do not share the code with any others (except your co-authors for the project). We are happy to share with other researchers based upon their requests.
• If you are in academia, contact us using your institution email and provide us a webpage registered at the university domain that contains your name and affiliation.
• If you are in research (industrial) labs, send us an email from your company’s email account and introduce yourself and company. In the email, please attach a justification letter (in PDF format) in official letterhead. The letter needs to state clearly the reasons why AdvDroidZero is being requested.

Please note that an email not following the conditions might be ignored and we will keep the public list of organizations accessing our code.

People

Ping He, Ph.D Student, Zhejiang Univerisity

Shouling Ji, Professor, Zhejiang Univerisity

Licenses

To the extent possible under law, Ping He holds all copyright and related or neighboring rights to this repository.