Black-box attacks via the speech interface using linguistically crafted input

This paper presents the results of experiments demonstrating novel black-box attacks via the speech interface. We demonstrate two types of attack that use linguistically crafted adversarial input to target vulnerabilities in the handling of speech input by a speech interface. The first attack demons...

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Glavni autori: Bispham, MK, van Rensburg, AJ, Agrafiotis, I, Goldsmith, M
Format: Conference item
Jezik:English
Izdano: Springer 2020
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author Bispham, MK
van Rensburg, AJ
Agrafiotis, I
Goldsmith, M
author_facet Bispham, MK
van Rensburg, AJ
Agrafiotis, I
Goldsmith, M
author_sort Bispham, MK
collection OXFORD
description This paper presents the results of experiments demonstrating novel black-box attacks via the speech interface. We demonstrate two types of attack that use linguistically crafted adversarial input to target vulnerabilities in the handling of speech input by a speech interface. The first attack demonstrates the use of nonsensical word sounds to gain covert access to voice-controlled systems. This attack exploits vulnerabilities at the speech recognition stage of handling of speech input. The second attack demonstrates the use of crafted utterances that are misinterpreted by a target system as a valid voice command. This attack exploits vulnerabilities at the natural language understanding stage of handling of speech input.
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spelling oxford-uuid:410f574b-55b4-4ffb-a21b-d486c07c34272023-08-01T13:40:24ZBlack-box attacks via the speech interface using linguistically crafted inputConference itemhttp://purl.org/coar/resource_type/c_5794uuid:410f574b-55b4-4ffb-a21b-d486c07c3427EnglishSymplectic ElementsSpringer2020Bispham, MKvan Rensburg, AJAgrafiotis, IGoldsmith, MThis paper presents the results of experiments demonstrating novel black-box attacks via the speech interface. We demonstrate two types of attack that use linguistically crafted adversarial input to target vulnerabilities in the handling of speech input by a speech interface. The first attack demonstrates the use of nonsensical word sounds to gain covert access to voice-controlled systems. This attack exploits vulnerabilities at the speech recognition stage of handling of speech input. The second attack demonstrates the use of crafted utterances that are misinterpreted by a target system as a valid voice command. This attack exploits vulnerabilities at the natural language understanding stage of handling of speech input.
spellingShingle Bispham, MK
van Rensburg, AJ
Agrafiotis, I
Goldsmith, M
Black-box attacks via the speech interface using linguistically crafted input
title Black-box attacks via the speech interface using linguistically crafted input
title_full Black-box attacks via the speech interface using linguistically crafted input
title_fullStr Black-box attacks via the speech interface using linguistically crafted input
title_full_unstemmed Black-box attacks via the speech interface using linguistically crafted input
title_short Black-box attacks via the speech interface using linguistically crafted input
title_sort black box attacks via the speech interface using linguistically crafted input
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AT vanrensburgaj blackboxattacksviathespeechinterfaceusinglinguisticallycraftedinput
AT agrafiotisi blackboxattacksviathespeechinterfaceusinglinguisticallycraftedinput
AT goldsmithm blackboxattacksviathespeechinterfaceusinglinguisticallycraftedinput