论文标题

以人为中心的AI的参与接口

Participation Interfaces for Human-Centered AI

论文作者

McGregor, Sean

论文摘要

新兴的人工智能(AI)应用程序通常平衡各种和有争议的利益相关者群体之间的偏好和影响。在系统设计,开发和部署期间,适应这些利益相关者群体需要工具,以促进不同的系统兴趣和协作界面,以支持谈判平衡这些利益。本文介绍了马尔可夫决策过程(MDP)和协作排名问题的交互式视觉“参与接口”,作为恢复以人为中心的控制源的示例。

Emerging artificial intelligence (AI) applications often balance the preferences and impacts among diverse and contentious stakeholder groups. Accommodating these stakeholder groups during system design, development, and deployment requires tools for the elicitation of disparate system interests and collaboration interfaces supporting negotiation balancing those interests. This paper introduces interactive visual "participation interfaces" for Markov Decision Processes (MDPs) and collaborative ranking problems as examples restoring a human-centered locus of control.

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