<div class="csl-bib-body">
<div class="csl-entry">Sedlak, B. (2024, September 16). <i>Operating distributed computing continuum systems through active inference</i> [Presentation]. 2nd AIoTwin Summer School 2024, Dubrovnik, Croatia. http://hdl.handle.net/20.500.12708/204956</div>
</div>
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dc.identifier.uri
http://hdl.handle.net/20.500.12708/204956
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dc.description.abstract
Distributed computing continuum systems combine various computational layers into one cohesive platform. Thus, clients can benefit both from low-latency computations, i.e., from Edge devices, as well as highly available and virtually unlimited resources, i.e., from the Cloud. Nevertheless, as components become more distributed over a computing architecture, enforcing requirements (e.g., low latency or energy consumption) becomes equally challenging. To that extent, we propose causal mechanisms that identify how computing services can ensure their internal requirements, as well as how they impact other components through their actions. We empirically train these probabilistic models through a neuroscience framework -- Active Inference -- that promises quick convergence and verifiable behavior.
en
dc.description.sponsorship
European Commission
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dc.language.iso
en
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dc.subject
Computing Continuum
en
dc.subject
Edge Intelligence
en
dc.subject
Service Level Objectives
en
dc.title
Operating distributed computing continuum systems through active inference
en
dc.type
Presentation
en
dc.type
Vortrag
de
dc.relation.grantno
101079214
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dc.type.category
Presentation
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tuw.publication.invited
invited
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tuw.project.title
Twinning action for spreading excellence in Artificial Intelligence of Things
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tuw.researchTopic.id
I4
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tuw.researchTopic.name
Information Systems Engineering
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tuw.researchTopic.value
100
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tuw.publication.orgunit
E194-02 - Forschungsbereich Distributed Systems
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tuw.author.orcid
0009-0001-2365-8265
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tuw.event.name
2nd AIoTwin Summer School 2024
en
tuw.event.startdate
16-09-2024
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tuw.event.enddate
20-09-2024
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tuw.event.online
On Site
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tuw.event.type
Event for scientific audience
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tuw.event.place
Dubrovnik
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tuw.event.country
HR
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tuw.event.presenter
Sedlak, Boris
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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.openairecristype
http://purl.org/coar/resource_type/R60J-J5BD
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item.cerifentitytype
Publications
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item.languageiso639-1
en
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item.fulltext
no Fulltext
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item.openairetype
conference presentation
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item.grantfulltext
none
-
crisitem.author.dept
E194-02 - Forschungsbereich Distributed Systems
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crisitem.author.orcid
0009-0001-2365-8265
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crisitem.author.parentorg
E194 - Institut für Information Systems Engineering
