Print Email Facebook Twitter Going in Style Title Going in Style: Audio Backdoors Through Stylistic Transformations Author Koffas, S. (TU Delft Cyber Security) Pajola, Luca (University of Padua) Picek, S. (TU Delft Cyber Security; Radboud Universiteit Nijmegen) Conti, M. (TU Delft Cyber Security; University of Padua) Date 2023 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. To reference this document use: http://resolver.tudelft.nl/uuid:0c98df92-da70-4cf3-8132-b981e86a24b3 DOI https://doi.org/10.1109/ICASSP49357.2023.10096332 Publisher IEEE, Piscataway Embargo date 2023-11-05 ISBN 978-1-7281-6328-4 Source Proceedings of the ICASSP 2023 - 2023 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP) Event 48th IEEE International Conference on Acoustics, Speech and Signal Processing 2023, 2023-06-04 → 2023-06-10, Rhodes Island, Greece 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-care Otherwise 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. Part of collection Institutional Repository Document type conference paper Rights © 2023 S. Koffas, Luca Pajola, S. Picek, M. Conti Files PDF Going_in_Style_Audio_Back ... ations.pdf 1.02 MB Close viewer /islandora/object/uuid:0c98df92-da70-4cf3-8132-b981e86a24b3/datastream/OBJ/view