论文标题
进行风格:通过风格转换的音频后门
Going In Style: Audio Backdoors Through Stylistic Transformations
论文作者
论文摘要
这项工作探讨了在音频域中进行后门攻击的风格触发器:通过吉他效果对恶意样本进行动态转换。我们首先将风格触发器形式化 - 目前在文献中缺少。其次,我们探讨了如何通过提出jingleback在音频域中开发风格触发器。我们的实验证实了攻击的有效性,达到了96%的攻击成功率。我们的代码可在https://github.com/skoffas/oving-in-style中找到。
This work explores stylistic triggers for backdoor attacks in the audio domain: dynamic transformations of malicious samples through guitar effects. We first formalize stylistic triggers - currently missing in the literature. Second, we explore how to develop stylistic triggers in the audio domain by proposing JingleBack. Our experiments confirm the effectiveness of the attack, achieving a 96% attack success rate. Our code is available in https://github.com/skoffas/going-in-style.