论文标题
迈向值得信赖的边缘情报：来自语音激活服务的见解
Towards Trustworthy Edge Intelligence: Insights from Voice-Activated Services
论文作者
论文摘要
在监视资本主义的时代，将新兴智能服务的设计固定在可信赖性方面是迫切且重要的。 Edge Intelligence汇集了AI和Edge计算的字段，是智能服务的启用技术。因此，值得信赖的边缘情报应该是优先研究的关注。但是，确定什么使Edge Intelligence值得信赖并不是直接的。本文在语音激活服务的具体应用程序场景中审查了值得信赖的边缘智能的要求。我们有助于加深对新兴边缘情报领域中对可信赖性的理解：首先，我们为可信赖的边缘智能提出了统一的框架，该智慧共同考虑了AI和IoT的可信赖性属性。其次，我们介绍了语音激活服务中有形案例研究的研究输出，该案例研究证明了三个重要的可信度属性之间的相互依赖性：隐私，安全性和公平性。第三，根据经验和分析结果，我们强调了挑战和开放问题，这些问题为值得信赖的边缘智能提供了重要的未来研究领域。
In an age of surveillance capitalism, anchoring the design of emerging smart services in trustworthiness is urgent and important. Edge Intelligence, which brings together the fields of AI and Edge computing, is a key enabling technology for smart services. Trustworthy Edge Intelligence should thus be a priority research concern. However, determining what makes Edge Intelligence trustworthy is not straight forward. This paper examines requirements for trustworthy Edge Intelligence in a concrete application scenario of voice-activated services. We contribute to deepening the understanding of trustworthiness in the emerging Edge Intelligence domain in three ways: firstly, we propose a unified framing for trustworthy Edge Intelligence that jointly considers trustworthiness attributes of AI and the IoT. Secondly, we present research outputs of a tangible case study in voice-activated services that demonstrates interdependencies between three important trustworthiness attributes: privacy, security and fairness. Thirdly, based on the empirical and analytical findings, we highlight challenges and open questions that present important future research areas for trustworthy Edge Intelligence.
