<div class="csl-bib-body">
<div class="csl-entry">Marchisio, A., Hanif, M. A., & Shafique, M. (2023). Adversarial ML for DNNs, CapsNets, and SNNs at the Edge. In S. Pasricha & M. Shafique (Eds.), <i>Embedded Machine Learning for Cyber-Physical, IoT, and Edge Computing : Use Cases and Emerging Challenges</i> (pp. 463–496). Springer. https://doi.org/10.1007/978-3-031-40677-5_18</div>
</div>
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dc.identifier.uri
http://hdl.handle.net/20.500.12708/191919
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dc.description.abstract
Recent studies have shown that Machine Learning (ML) algorithm suffers from several vulnerability threats. Among them, adversarial attacks represent one of the most critical issues. This chapter provides an overview of the ML vulnerability challenges, with a focus on the security threats for Deep Neural Networks, Capsule Networks, and Spiking Neural Networks. Moreover, it discusses the current trends and outlooks on the methodologies for enhancing the ML models’ robustness.
en
dc.language.iso
en
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dc.subject
machine learning security
en
dc.subject
adversarial attacks
en
dc.subject
robustness
en
dc.subject
deep neural networks
en
dc.subject
capsule networks
en
dc.subject
spiking neural networks
en
dc.title
Adversarial ML for DNNs, CapsNets, and SNNs at the Edge
en
dc.type
Book Contribution
en
dc.type
Buchbeitrag
de
dc.contributor.affiliation
New York University Abu Dhabi, United Arab Emirates (the)
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dc.contributor.affiliation
New York University Abu Dhabi, United Arab Emirates (the)
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dc.relation.isbn
978-3-031-40677-5
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dc.description.startpage
463
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dc.description.endpage
496
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dc.type.category
Edited Volume Contribution
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tuw.booktitle
Embedded Machine Learning for Cyber-Physical, IoT, and Edge Computing : Use Cases and Emerging Challenges
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tuw.relation.publisher
Springer
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tuw.relation.publisherplace
Cham
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tuw.researchTopic.id
I2
-
tuw.researchTopic.name
Computer Engineering and Software-Intensive Systems
-
tuw.researchTopic.value
100
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tuw.publication.orgunit
E191-02 - Forschungsbereich Embedded Computing Systems
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tuw.publisher.doi
10.1007/978-3-031-40677-5_18
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dc.description.numberOfPages
34
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tuw.author.orcid
0000-0002-0689-4776
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wb.sciencebranch
Informatik
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wb.sciencebranch.oefos
1020
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wb.sciencebranch.value
100
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item.grantfulltext
restricted
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item.openairetype
book part
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item.cerifentitytype
Publications
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item.languageiso639-1
en
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item.openairecristype
http://purl.org/coar/resource_type/c_3248
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item.fulltext
no Fulltext
-
crisitem.author.dept
E191-02 - Forschungsbereich Embedded Computing Systems
-
crisitem.author.dept
E191-02 - Forschungsbereich Embedded Computing Systems
-
crisitem.author.dept
E191-02 - Forschungsbereich Embedded Computing Systems
