Sketching an AI Marketplace: Tech, Economic, and Regulatory Aspects

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Kumar , A , Finley , B J , Braud , T , Tarkoma , S & Hui , P 2021 , ' Sketching an AI Marketplace: Tech, Economic, and Regulatory Aspects ' , IEEE Access , vol. 9 , pp. 13761-13774 . https://doi.org/10.1109/ACCESS.2021.3050929

Title: Sketching an AI Marketplace: Tech, Economic, and Regulatory Aspects
Author: Kumar, Abhishek; Finley, Benjamin John; Braud, Tristan; Tarkoma, Sasu; Hui, Pan
Contributor organization: Department of Computer Science
Content-Centric Structures and Networking research group / Sasu Tarkoma
Helsinki Institute for Information Technology
Date: 2021-01-11
Language: eng
Number of pages: 14
Belongs to series: IEEE Access
ISSN: 2169-3536
DOI: https://doi.org/10.1109/ACCESS.2021.3050929
URI: http://hdl.handle.net/10138/326581
Abstract: 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.
Subject: 511 Economics
113 Computer and information sciences
Artificial intelligence
Data models
Regulation
Training
Companies
Adaptation models
Training data
AI marketplace
privacy
AI regulation
AI ethics
AI trade
Peer reviewed: Yes
Rights: cc_by
Usage restriction: openAccess
Self-archived version: publishedVersion


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