观点:人工智能事故即将发生?

IF 4.5 3区 计算机科学 Q2 COMPUTER SCIENCE, ARTIFICIAL INTELLIGENCE
Federico Bianchi, Amanda Cercas Curry, Dirk Hovy
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引用次数: 1

摘要

人工智能(AI)正处于其发展的关键时刻:足够稳定,可以用于生产系统,并且在我们的生活中越来越普遍。这对它的安全性意味着什么?社会学家查尔斯·佩罗(Charles Perrow)在他的著作《正常事故》(Normal Accidents)中提出了一个分析新技术及其带来的风险的框架。他指出,在具有紧密耦合组件的复杂系统中,如果运行时间足够长,重大事故几乎是不可避免的。在本文中,我们将Perrow的框架应用并扩展到人工智能,以评估其潜在风险。今天的人工智能系统已经非常复杂,而且它们的复杂性正在稳步增加。随着它们变得越来越普遍,不同的算法将直接相互作用,导致紧密耦合的系统,其造成伤害的能力我们将无法预测。我们认为,在目前的范式下,佩罗的正常事故适用于人工智能系统,发生事故只是时间问题。本文出现在人工智能与社会轨道上。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Viewpoint: Artificial Intelligence Accidents Waiting to Happen?
Artificial Intelligence (AI) is at a crucial point in its development: stable enough to be used in production systems, and increasingly pervasive in our lives. What does that mean for its safety? In his book Normal Accidents, the sociologist Charles Perrow proposed a framework to analyze new technologies and the risks they entail. He showed that major accidents are nearly unavoidable in complex systems with tightly coupled components if they are run long enough. In this essay, we apply and extend Perrow’s framework to AI to assess its potential risks. Today’s AI systems are already highly complex, and their complexity is steadily increasing. As they become more ubiquitous, different algorithms will interact directly, leading to tightly coupled systems whose capacity to cause harm we will be unable to predict. We argue that under the current paradigm, Perrow’s normal accidents apply to AI systems and it is only a matter of time before one occurs. This article appears in the AI & Society track.
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来源期刊
Journal of Artificial Intelligence Research
Journal of Artificial Intelligence Research 工程技术-计算机:人工智能
CiteScore
9.60
自引率
4.00%
发文量
98
审稿时长
4 months
期刊介绍: JAIR(ISSN 1076 - 9757) covers all areas of artificial intelligence (AI), publishing refereed research articles, survey articles, and technical notes. Established in 1993 as one of the first electronic scientific journals, JAIR is indexed by INSPEC, Science Citation Index, and MathSciNet. JAIR reviews papers within approximately three months of submission and publishes accepted articles on the internet immediately upon receiving the final versions. JAIR articles are published for free distribution on the internet by the AI Access Foundation, and for purchase in bound volumes by AAAI Press.
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