STELA:一种以社区为中心的方法,用于人工智能调整规范
Stevie Bergman1, Nahema Marchal2, John Mellor1
1Google DeepMind, London, UK.
Scientific reports
|March 20, 2024
概括
确保人工智能 (AI) 与人类价值观保持一致是关键. STELA过程使用以社区为中心的讨论与代表性不足的群体来指导人工智能调整,优先考虑不同的观点,以改善人工智能开发.
科学领域:
- 人工智能伦理学 人工智能伦理学
- 人与计算机的交互
- 社会技术系统 社会技术系统
背景情况:
- 人工智能中的价值对齐至关重要,专注于将值编码到代理.
- 有限的研究解决了AI应该与决策过程保持一致的价值观.
- 社会技术传统为包容性AI发展提供参与方法.
研究的目的:
- 引入社会技术语言代理调整 (STELA) 过程.
- 通过社区参与来探索AI价值调整的规范性问题.
- 将代表性不足的群体的不同观点纳入AI调整中.
主要方法:
- 开发了基于社会技术原则的STELA方法.
- 与美国四个历史上代表性不足的群体进行了深入的讨论.
- 聚焦讨论了关于人工智能系统相互作用的优先事项和关切.
主要成果:
- 以社区为中心的审议有效地唤起了潜在的规范性观点.
- 多样化,不同位置的群体为AI调整提供了宝贵的见解.
- STELA过程为AI开发提供了丰富的上下文理解.
结论:
- 以社区为中心的审议对于包容性和强大的AI价值调整至关重要.
- STELA方法论解决了对人工智能的多元化利益相关方投入的需求.
- 这种方法提高了人工智能系统与更广泛的人类价值观的一致性.
更多相关视频
相关概念视频
The Anchoring-and-Adjustment Heuristic
7.2K
In order to make good decisions, we use our knowledge and our reasoning. Often, this knowledge and reasoning is sound and solid. However, sometimes, we are swayed by biases or by others manipulating a situation. For example, let’s say you and three friends wanted to rent a house and had a combined target budget of $1,600. The realtor shows you only very run-down houses for $1,600 and then shows you a very nice house for $2,000. Might you ask each person to pay more in rent to get the...
7.2K
Stereotype Content Model
14.7K
The Stereotype Content Model (SCM) was first proposed by Susan Fiske and her colleagues (Fiske, Cuddy, Glick & Xu, 2002; see also Fiske, 2012 and Fiske, 2017). The SCM specifies that when someone encounters a new group, they will stereotype them based on two metrics: warmth—or that group’s perceived intent, and how likely they are to provide help or inflict harm—and competence—or their ability to carry out that objective. Depending on the warmth-competence...
14.7K
Non-equilibrium in the Cell
4.4K
An important concept in studying metabolism and energy is that of chemical equilibrium. Most chemical reactions are reversible. They can proceed in both directions, releasing energy into their environment in one direction, and absorbing it from the environment in the other direction. The same is true for the chemical reactions involved in cell metabolism, such as the breaking down and building up of proteins into and from individual amino acids, respectively. Reactants within a closed system...
4.4K
Heuristics
90
Heuristics are problem-solving strategies that use mental shortcuts to simplify decision-making. Unlike algorithms, which must be followed precisely to achieve a correct result, heuristics offer a general problem-solving framework. They save time and energy but can sometimes lead to less rational decisions.
People often rely on heuristics when faced with an overload of information, limited time, low importance of the decision, limited information, or when a heuristic readily comes to mind. For...
People often rely on heuristics when faced with an overload of information, limited time, low importance of the decision, limited information, or when a heuristic readily comes to mind. For...
90
Information Processing Approach
35
The information-processing theory of cognitive development centers on fundamental mental processes, including attention, memory, and problem-solving skills. Researchers in this field examine how cognitive abilities, such as working memory, evolve and influence children's overall development. Studies indicate that children with stronger working memory tend to excel in reading comprehension, math, and problem-solving compared to peers with less efficient memory skills. Low working memory is...
35
Ethics in Research
23.0K
Today, scientists agree that good research is ethical in nature and is guided by a basic respect for human dignity and safety. However, this has not always been the case. Modern researchers must demonstrate that the research they perform is ethically sound.
23.0K


