Going in Style

Audio Backdoors Through Stylistic Transformations

Conference paper (2023)

Authors

S. Koffas

Luca Pajola University of Padua

S. Picek Radboud Universiteit Nijmegen,

M. Conti , University of Padua

DOI: https://doi.org/10.1109/ICASSP49357.2023.10096332

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http://resolver.tudelft.nl/uuid:0c98df92-da70-4cf3-8132-b981e86a24b3

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Published Date

2023

Language

English

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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.

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