Sketching an AI Marketplace: Tech, Economic, and Regulatory Aspects
Artificial intelligence shows promise for solving many practical societal problems in areas such as healthcare and transportation. However, the current mechanisms for AI model diffusion such as Github code repositories, academic project webpages, and commercial AI marketplaces have some limitations;...
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doaj-897e27555ed349baa6e98828b6830cc02021-03-30T14:48:06ZengIEEEIEEE Access2169-35362021-01-019137611377410.1109/ACCESS.2021.30509299319656Sketching an AI Marketplace: Tech, Economic, and Regulatory AspectsAbhishek Kumar0https://orcid.org/0000-0003-4383-7225Benjamin Finley1https://orcid.org/0000-0002-0217-9767Tristan Braud2https://orcid.org/0000-0002-9571-0544Sasu Tarkoma3https://orcid.org/0000-0003-4220-3650Pan Hui4https://orcid.org/0000-0002-0848-2599Department of Computer Science, University of Helsinki, Helsinki, FinlandDepartment of Computer Science, University of Helsinki, Helsinki, FinlandDepartment of Computer Science and Engineering, Hong Kong University of Science and Technology, Hong KongDepartment of Computer Science, University of Helsinki, Helsinki, FinlandDepartment of Computer Science, University of Helsinki, Helsinki, FinlandArtificial intelligence shows promise for solving many practical societal problems in areas such as healthcare and transportation. However, the current mechanisms for AI model diffusion such as Github code repositories, academic project webpages, and commercial AI marketplaces have some limitations; for example, a lack of monetization methods, model traceability, and model auditabilty. In this work, we sketch guidelines for a new AI diffusion method based on a decentralized online marketplace. We consider the technical, economic, and regulatory aspects of such a marketplace including a discussion of solutions for problems in these areas. Finally, we include a comparative analysis of several current AI marketplaces that are already available or in development. We find that most of these marketplaces are centralized commercial marketplaces with relatively few models.https://ieeexplore.ieee.org/document/9319656/AI marketplaceprivacyAI regulationAI ethicsAI trade |
collection |
DOAJ |
language |
English |
format |
Article |
sources |
DOAJ |
author |
Abhishek Kumar Benjamin Finley Tristan Braud Sasu Tarkoma Pan Hui |
spellingShingle |
Abhishek Kumar Benjamin Finley Tristan Braud Sasu Tarkoma Pan Hui Sketching an AI Marketplace: Tech, Economic, and Regulatory Aspects IEEE Access AI marketplace privacy AI regulation AI ethics AI trade |
author_facet |
Abhishek Kumar Benjamin Finley Tristan Braud Sasu Tarkoma Pan Hui |
author_sort |
Abhishek Kumar |
title |
Sketching an AI Marketplace: Tech, Economic, and Regulatory Aspects |
title_short |
Sketching an AI Marketplace: Tech, Economic, and Regulatory Aspects |
title_full |
Sketching an AI Marketplace: Tech, Economic, and Regulatory Aspects |
title_fullStr |
Sketching an AI Marketplace: Tech, Economic, and Regulatory Aspects |
title_full_unstemmed |
Sketching an AI Marketplace: Tech, Economic, and Regulatory Aspects |
title_sort |
sketching an ai marketplace: tech, economic, and regulatory aspects |
publisher |
IEEE |
series |
IEEE Access |
issn |
2169-3536 |
publishDate |
2021-01-01 |
description |
Artificial intelligence shows promise for solving many practical societal problems in areas such as healthcare and transportation. However, the current mechanisms for AI model diffusion such as Github code repositories, academic project webpages, and commercial AI marketplaces have some limitations; for example, a lack of monetization methods, model traceability, and model auditabilty. In this work, we sketch guidelines for a new AI diffusion method based on a decentralized online marketplace. We consider the technical, economic, and regulatory aspects of such a marketplace including a discussion of solutions for problems in these areas. Finally, we include a comparative analysis of several current AI marketplaces that are already available or in development. We find that most of these marketplaces are centralized commercial marketplaces with relatively few models. |
topic |
AI marketplace privacy AI regulation AI ethics AI trade |
url |
https://ieeexplore.ieee.org/document/9319656/ |
work_keys_str_mv |
AT abhishekkumar sketchinganaimarketplacetecheconomicandregulatoryaspects AT benjaminfinley sketchinganaimarketplacetecheconomicandregulatoryaspects AT tristanbraud sketchinganaimarketplacetecheconomicandregulatoryaspects AT sasutarkoma sketchinganaimarketplacetecheconomicandregulatoryaspects AT panhui sketchinganaimarketplacetecheconomicandregulatoryaspects |
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