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General Purpose AI Computing: Opportunities and Challenges
Blekinge Institute of Technology, Faculty of Computing, Department of Computer Science.ORCID iD: 0000-0001-9947-1088
Linköping University.
Lund University.
Lund University.
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2026 (English)In: Computer, ISSN 0018-9162, E-ISSN 1558-0814, Vol. 59, no 8, p. 39-49Article in journal (Refereed) Published
Abstract [en]

AI accelerators improve performance and efficiency for neural networks; evolving them for general-purpose computing requires new hardware, software, and programming models. In this article, we argue for the potential of general-purpose AI computing, highlight some challenges, and present initial results to motivate the feasibility. 
Place, publisher, year, edition, pages
IEEE Computer Society, 2026. Vol. 59, no 8, p. 39-49
Keywords [en]
General-purpose computing, Hardware programming, Hardware-software model, Improve performance, Neural-networks, Programming models, Neural networks
National Category
Computer Systems
Identifiers
URN: urn:nbn:se:bth-30419DOI: 10.1109/MC.2026.3689659ISI: 001841878900022Scopus ID: 2-s2.0-105046957415OAI: oai:DiVA.org:bth-30419DiVA, id: diva2:2094146
Funder
ELLIIT - The Linköping‐Lund Initiative on IT and Mobile CommunicationsAvailable from: 2026-08-21 Created: 2026-08-21 Last updated: 2026-08-21Bibliographically approved

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Grahn, HåkanBorg, AntonÅleskog, Christoffer

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CiteExportLink to record
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