Changes between Version 18 and Version 19 of Other/Summer/2020/AdvML


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Timestamp:
Jun 22, 2020, 7:21:14 PM (4 years ago)
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yb220
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  • Other/Summer/2020/AdvML

    v18 v19  
    33== Project Objective ==
    44This project aims to study the security of voice assistant systems under adversarial machine learning. Adversarial learning algorithms can generate adversarial audio samples to serve as the input of voice assistant systems, so as to fool the machine learning models in the system. In this project, we will focus on the white-box attack in the digital domain by generating adversarial samples using adversarial machine learning algorithms to attack a speaker recognition system based on X-Vector. If time allows, we will further enhance the robustness of the attack by simulating room impulse response and conduct over-the-air attack.\\
    5 -- [https://www.orbit-lab.org/attachment/wiki/Other/Summer/2020/AdvML/Weekly%20plan%20for%20adversarial%20machine%20learning%20against%20voice%20assistant%20systems.docx Weekly plan]
     5-- [https://www.orbit-lab.org/attachment/wiki/Other/Summer/2020/AdvML/Weekly%20plan%20for%20adversarial%20machine%20learning%20against%20voice%20assistant%20systems.2.docx Weekly plan]
    66== Tutorials ==
    77*Week 1