General Purpose AI Computing : Opportunities and Challenges
Grahn, Hakan ; Kessler, Christoph ; Gruian, Flavius LU
; Janneck, Jorn
LU
; Borg, Anton
; Ernstsson, August
; Boulasikis, Michail
LU
; Qummar, Sehrish
and Aleskog, Christoffer
(2026)
In Computer
59(8).
p.39-49
- Abstract
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.
Please use this url to cite or link to this publication:
https://lup.lub.lu.se/record/de659ef2-8b23-4157-9922-4ccb4e5bb4ab
- author
- Grahn, Hakan
; Kessler, Christoph
; Gruian, Flavius
LU
; Janneck, Jorn
LU
; Borg, Anton
; Ernstsson, August
; Boulasikis, Michail
LU
; Qummar, Sehrish
and Aleskog, Christoffer
- organization
- publishing date
- 2026
- type
- Contribution to specialist publication or newspaper
- publication status
- published
- subject
- in
- Computer
- volume
- 59
- issue
- 8
- pages
- 11 pages
- publisher
- IEEE Computer Society
- external identifiers
-
- scopus:105046957415
- ISSN
- 0018-9162
- DOI
- 10.1109/MC.2026.3689659
- language
- English
- LU publication?
- yes
- additional info
- Publisher Copyright: © 1970-2012 IEEE.
- id
- de659ef2-8b23-4157-9922-4ccb4e5bb4ab
- date added to LUP
- 2026-09-15 10:56:21
- date last changed
- 2026-09-29 12:19:39
@misc{de659ef2-8b23-4157-9922-4ccb4e5bb4ab,
abstract = {{<p>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.</p>}},
author = {{Grahn, Hakan and Kessler, Christoph and Gruian, Flavius and Janneck, Jorn and Borg, Anton and Ernstsson, August and Boulasikis, Michail and Qummar, Sehrish and Aleskog, Christoffer}},
issn = {{0018-9162}},
language = {{eng}},
number = {{8}},
pages = {{39--49}},
publisher = {{IEEE Computer Society}},
series = {{Computer}},
title = {{General Purpose AI Computing : Opportunities and Challenges}},
url = {{http://dx.doi.org/10.1109/MC.2026.3689659}},
doi = {{10.1109/MC.2026.3689659}},
volume = {{59}},
year = {{2026}},
}