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arXiv 2003.01593cs.CYcs.AI
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AI车型市场

Marketplace for AI Models

University of Helsinki(赫尔辛基大学);HKUST(香港科技大学)

Abhishek Kumar, Benjamin Finley, Tristan Braud, Sasu Tarkoma, Pan Hui

摘要:

人工智能有望解决医疗保健和交通等领域的许多实际社会问题。然而,目前的人工智能模型传播机制,如Github代码库、学术项目网页和商业人工智能市场都有一些局限性;例如,缺乏货币化方法、模型可追溯性和模型可验证性。在这项工作中,我们为基于分散的在线市场的新AI扩散方法绘制了指导方针。我们认为,这样一个市场的技术,经济和监管方面,包括在这些领域的问题的解决方案的讨论。最后,我们对目前已经存在或正在开发的几个人工智能市场进行了比较分析。我们发现,这些市场中的大多数是集中式的商业市场,模型相对较少。

英文摘要:

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.

机构、总结、中文摘要均由AI分析而来,可能存在错误,请以论文正文为准。

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