论文标题
AI模型的市场
Marketplace for AI Models
论文作者
论文摘要
人工智能显示出在医疗保健和运输等领域解决许多实际社会问题的希望。但是，AI模型扩散的当前机制，例如GitHub代码存储库，学术项目网页和商业AI市场有一些局限性；例如，缺乏货币化方法，模型可追溯性和模型审计。在这项工作中，我们为基于分散的在线市场的新的AI扩散方法绘制指南。我们考虑了这样一个市场的技术，经济和监管方面，包括讨论这些领域问题的解决方案。最后，我们包括对已经可用或正在开发的几个当前AI市场的比较分析。我们发现，大多数这些市场都是集中的商业市场，模型相对较少。
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.
