Going in Style

None, None; None, None; None, None; None, None

Going in Style

Audio Backdoors Through Stylistic Transformations

Conference Paper (2023)

Author(s)

Stefanos Koffas (TU Delft - Cyber Security)

Luca Pajola (University of Padua)

Stjepan Picek (Radboud Universiteit Nijmegen, TU Delft - Cyber Security)

Mauro Conti (TU Delft - Cyber Security, University of Padua)

Research Group

Cyber Security

DOI related publication

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

To reference this document use:

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

More Info

expand_more

Publication Year

2023

Language

English

Research Group

Cyber Security

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.@en

ISBN (print)

978-1-7281-6328-4

ISBN (electronic)

978-1-7281-6327-7

Reuse Rights

Other than for strictly personal use, it is not permitted to download, forward or distribute the text or part of it, without the consent of the author(s) and/or copyright holder(s), unless the work is under an open content license such as Creative Commons.

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.

Files

Going_in_Style_Audio_Backdoors... (pdf)

(pdf | 1.02 Mb)

- Embargo expired in 05-11-2023

License info not available