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.
|Title of host publication||Proceedings of the ICASSP 2023 - 2023 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP)|
|Place of Publication||Piscataway|
|Number of pages||5|
|Publication status||Published - 2023|
|Event||48th IEEE International Conference on Acoustics, Speech and Signal Processing 2023 - Rhodes Island, Greece|
Duration: 4 Jun 2023 → 10 Jun 2023
|Conference||48th IEEE International Conference on Acoustics, Speech and Signal Processing 2023|
|Abbreviated title||ICASSP 2023|
|Period||4/06/23 → 10/06/23|
Bibliographical noteGreen Open Access added to TU Delft Institutional Repository 'You share, we take care!' - Taverne project https://www.openaccess.nl/en/you-share-we-take-care
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