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arXiv 2306.08056cs.CRcs.AIcs.SE
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从软件架构视角看分布式信任

Distributed Trust Through the Lens of Software Architecture

Data61, CSIRO(联邦科学与工业研究组织Data61研究所)

Sin Kit Lo, Yue Liu, Guangsheng Yu, Qinghua Lu, Xiwei Xu, Liming Zhu

AI总结:

本文从软件架构视角综述多学科中的分布式信任概念,分析相关技术支撑系统的信任再分配与权衡,覆盖区块链、联邦学习等多个应用领域。

摘要:

分布式信任是一个近年来从不同视角发展而来的模糊概念。尽管人们可以将其当前的盛行归因于区块链和加密货币,但分布式信任这一概念一直在推动联邦学习、生态系统场景下的可信与负责任AI、跨组织边界的数据共享与隐私问题,以及零信任网络安全等领域的发展。本文将对多个学科中的分布式信任概念展开综述,从系统/软件架构的角度,研究由分布式信任技术支撑的系统与应用中的信任再分配/转移,以及相关的权衡问题。

英文摘要:

Distributed trust is a nebulous concept that has evolved from different perspectives in recent years. While one can attribute its current prominence to blockchain and cryptocurrency, the distributed trust concept has been cultivating progress in federated learning, trustworthy and responsible AI in an ecosystem setting, data sharing, privacy issues across organizational boundaries, and zero trust cybersecurity. This paper will survey the concept of distributed trust in multiple disciplines. It will take a system/software architecture point of view to look at trust redistribution/shift and the associated tradeoffs in systems and applications enabled by distributed trust technologies.

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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