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You never fake alone. Creative AI in action

de Vries, Katja LU (2020) In Information, Communication & Society 23(14). p.2110-2127
Abstract
Creative AI (notably GANs and VAEs) can generate convincing fakes of video footage, pictures, graphics, etc. In order to conceptualize the societal role of creative AI a new conceptual toolbox is needed. The paper provides metaphors and concepts for understanding the functioning of creative AI. It shows how the role of creative AI in relation to FAT ideals can be enriched by a dynamic and constructivist understanding of creative AI. The paper proposes to use Greimas’ actantial model as a heuristic in the operationalization of this type of understanding of creative AI.
Please use this url to cite or link to this publication:
author
organization
publishing date
type
Contribution to journal
publication status
published
subject
keywords
Generative adversarial networks (GANs) and variational autoencoders (VAEs), fairness, accountability and transparency in machine learning (FATML), generative machine learning, deepfakes, synthetic data
in
Information, Communication & Society
volume
23
issue
14
pages
18 pages
publisher
Taylor & Francis
external identifiers
  • scopus:85084824269
ISSN
1369-118X
DOI
10.1080/1369118X.2020.1754877
language
English
LU publication?
yes
id
c92d5b3f-2c25-4e3d-b0ca-7dbd22176391
date added to LUP
2020-05-19 14:56:25
date last changed
2020-12-28 15:02:58
@article{c92d5b3f-2c25-4e3d-b0ca-7dbd22176391,
  abstract     = {Creative AI (notably GANs and VAEs) can generate convincing fakes of video footage, pictures, graphics, etc. In order to conceptualize the societal role of creative AI a new conceptual toolbox is needed. The paper provides metaphors and concepts for understanding the functioning of creative AI. It shows how the role of creative AI in relation to FAT ideals can be enriched by a dynamic and constructivist understanding of creative AI. The paper proposes to use Greimas’ actantial model as a heuristic in the operationalization of this type of understanding of creative AI.},
  author       = {de Vries, Katja},
  issn         = {1369-118X},
  language     = {eng},
  month        = {05},
  number       = {14},
  pages        = {2110--2127},
  publisher    = {Taylor & Francis},
  series       = {Information, Communication & Society},
  title        = {You never fake alone. Creative AI in action},
  url          = {http://dx.doi.org/10.1080/1369118X.2020.1754877},
  doi          = {10.1080/1369118X.2020.1754877},
  volume       = {23},
  year         = {2020},
}