论文标题
道德AI的标志:通往透明的途径
Signs for Ethical AI: A Route Towards Transparency
论文作者
论文摘要
如今,人工智能(AI)对数十亿人的日常生活有直接影响。 AI被应用于金融,健康,安全和广告等领域,为世界上一些最大的公司和研究机构提供了助理。它在不久的将来似乎很难预测或束缚。与所有这些权力相反,社会仍然对当今AI的能力和标准实践一无所知。为了解决这种不平衡,改善了人们与AI系统之间的当前交互,我们建议在任何向公众开放的AI系统上实施透明度方案。该方案基于两个支柱:数据隐私和AI透明度。首先识别数据与AI的相关性,并由GDPR支持。第二个考虑了当前不受监管的AI透明度的各个方面:AI功能,目的和来源。我们根据道德原则设计了这个支柱。对于这两个支柱中的每个支柱,我们定义一个三级显示器。第一级是基于视觉标志的,灵感来自管理人员与汽车之间交互的交通信号,并为快速而普遍的解释性而设计。第二层使用Factsheets,提供有限的详细信息。最后一个级别提供了对所有可用信息的访问。在详细介绍了所提出的透明度方案之后,我们定义了一组用于通过设计软件创建透明的原则,将在集成AI组件在以用户为导向的服务上使用。
Today, Artificial Intelligence (AI) has a direct impact on the daily life of billions of people. Being applied to sectors like finance, health, security and advertisement, AI fuels some of the biggest companies and research institutions in the world. Its impact in the near future seems difficult to predict or bound. In contrast to all this power, society remains mostly ignorant of the capabilities and standard practices of AI today. To address this imbalance, improving current interactions between people and AI systems, we propose a transparency scheme to be implemented on any AI system open to the public. The scheme is based on two pillars: Data Privacy and AI Transparency. The first recognizes the relevance of data for AI, and is supported by GDPR. The second considers aspects of AI transparency currently unregulated: AI capabilities, purpose and source. We design this pillar based on ethical principles. For each of the two pillars, we define a three-level display. The first level is based on visual signs, inspired by traffic signs managing the interaction between people and cars, and designed for quick and universal interpretability. The second level uses factsheets, providing limited details. The last level provides access to all available information. After detailing and exemplifying the proposed transparency scheme, we define a set of principles for creating transparent by design software, to be used during the integration of AI components on user-oriented services.