AI pedigree verification platform using blockchain

Yasutaka Kawamoto, Akihiro Kobayashi
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引用次数: 2

Abstract

In order for AI to be accepted by society and become a social infrastructure technology, the ethical aspect of AI is also important in addition to the technical aspect of AI. This paper proposes “AI pedigree verification platform” to verify “what kind of data is used to train the AI model at hand”. Building such the system using an existing database system is problematic in terms of system availability and integrity of the registration content. Therefore, we constructed the proposed system using Hyperledger Fabric (HF), which is a blockchain infrastructure. In this way, the proposed system can ensure the availability of the system and the integrity of the registration content. To ensure the reproducibility of the AI model, the data items in the system were created based on the “Reproducibility list” proposed by authoritative society for AI. Since the integrity and reproducibility of the data in the blockchain can be ensured, this system enables automatic AI model generation using open data and automatic trading of AI models.
使用区块链的AI家谱验证平台
为了让人工智能被社会所接受,成为一种社会基础设施技术,除了人工智能的技术方面,人工智能的伦理方面也很重要。本文提出了“AI谱系验证平台”来验证“使用什么样的数据来训练手头的AI模型”。使用现有的数据库系统构建这样的系统在系统可用性和注册内容的完整性方面存在问题。因此,我们使用Hyperledger Fabric (HF)构建了拟议的系统,这是一种区块链基础设施。这样,所提出的系统可以保证系统的可用性和注册内容的完整性。为了保证人工智能模型的可重复性,系统中的数据项是根据权威协会为人工智能提出的“可重复性列表”创建的。由于可以保证区块链中数据的完整性和可重复性,因此该系统可以使用开放数据自动生成AI模型并自动交易AI模型。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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