论文标题
可竞争的黑匣子
Contestable Black Boxes
论文作者
论文摘要
对个人或社会产生后果的决定的权利是一项公认的民主权。尽管此权利也被明确包含在GDPR中,即参考自动决策,但其研究似乎在AI文献中受到的关注较少,例如,与解释的权利相比。本文研究了涉及算法的黑盒时在竞争过程中需要的保证类型,开辟了有关可竞争性和解释性相互作用的新问题。我们认为,在需要制定特定决策的情况下,要评估自动决策的专业补充方法。此外,我们提出了建立良好的软件工程和基于规则的方法的结合,作为解决竞争性问题的社会技术解决方案,这是决策自动化所带来的新民主挑战之一。
The right to contest a decision with consequences on individuals or the society is a well-established democratic right. Despite this right also being explicitly included in GDPR in reference to automated decision-making, its study seems to have received much less attention in the AI literature compared, for example, to the right for explanation. This paper investigates the type of assurances that are needed in the contesting process when algorithmic black-boxes are involved, opening new questions about the interplay of contestability and explainability. We argue that specialised complementary methodologies to evaluate automated decision-making in the case of a particular decision being contested need to be developed. Further, we propose a combination of well-established software engineering and rule-based approaches as a possible socio-technical solution to the issue of contestability, one of the new democratic challenges posed by the automation of decision making.