Abstract
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.
| Original language | English |
|---|---|
| Title of host publication | Proceedings of the ICASSP 2023 - 2023 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP) |
| Place of Publication | Piscataway |
| Publisher | IEEE |
| Number of pages | 5 |
| ISBN (Electronic) | 978-1-7281-6327-7 |
| ISBN (Print) | 978-1-7281-6328-4 |
| DOIs | |
| 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
| Conference | 48th IEEE International Conference on Acoustics, Speech and Signal Processing 2023 |
|---|---|
| Abbreviated title | ICASSP 2023 |
| Country/Territory | Greece |
| City | Rhodes Island |
| Period | 4/06/23 → 10/06/23 |
Bibliographical note
Green Open Access added to TU Delft Institutional Repository 'You share, we take care!' - Taverne project https://www.openaccess.nl/en/you-share-we-take-careOtherwise as indicated in the copyright section: the publisher is the copyright holder of this work and the author uses the Dutch legislation to make this work public.