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Conference poster

Key Attack Strategies Against Black-Box DNNs

Yassine Hmamouche 1, 2 Yehya Nasser 1, 3 Amer Baghdadi 1, 3 Marc-Oliver Pahl 1, 4 
2 Lab-STICC_COSYDE - Equipe Communication System Design
Lab-STICC - Laboratoire des sciences et techniques de l'information, de la communication et de la connaissance : UMR6285
3 Lab-STICC_2AI - Equipe Algorithm Architecture Interactions
Lab-STICC - Laboratoire des sciences et techniques de l'information, de la communication et de la connaissance : UMR6285
4 OCIF - Objets communicants pour l'Internet du futur
IMT Atlantique - IMT Atlantique, IRISA-D2 - RÉSEAUX, TÉLÉCOMMUNICATION ET SERVICES
Abstract : In this paper, we examined to what extent and under what settings the confidentiality and integrity of black-box DNNs—which are the most challenging setup of DNNs—can be threatened. In this way, we proposed a comprehensive taxonomy of the key strategies developed in the literature to attack black-box DNNs.We believe that a coherent classification incorporating all key aspects is needed to organise the body of knowledge on research and methodologies for understanding and securing black-box DNNs.
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Conference poster
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https://hal.archives-ouvertes.fr/hal-03690454
Contributor : Yassine Hmamouche Connect in order to contact the contributor
Submitted on : Wednesday, June 8, 2022 - 11:25:28 AM
Last modification on : Friday, August 5, 2022 - 2:54:52 PM
Long-term archiving on: : Friday, September 9, 2022 - 6:53:00 PM

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  • HAL Id : hal-03690454, version 1

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Yassine Hmamouche, Yehya Nasser, Amer Baghdadi, Marc-Oliver Pahl. Key Attack Strategies Against Black-Box DNNs. GDR-SOC2, Jun 2022, Strasbourg, France. , GDR SOC2. ⟨hal-03690454⟩

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