人工智能矫形术:构建促进公平的框架

Pablo Rivas
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引用次数: 1

摘要

本文介绍了人工智能正畸这一术语,作为人工智能的正确实践和一个旨在统一与人工智能伦理相关的某些方面的框架。这些包括标准、法律和公平措施。我们借鉴了学术界同行评议的现有工具,并在最近的文献中进行了讨论,以提供一种机制来评估模型或人工智能技术遵循道德人工智能的正确实践的水平。本文描述了一个初步的、正在进行的研究,并展示了一个原型框架的早期阶段,包括使用蜂箱图的模型的人工智能正交水平的视觉表示。这项工作可能有助于在问责制、透明度和公平的核心原则基础上创造公平和值得信赖的人工智能。目前的限制之一是,它需要验证那些愿意、有能力和受过训练的同行,以使用标准和其他新框架来评估人工智能模型或技术。
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AI Orthopraxy: Towards a Framework for That Promotes Fairness
This paper introduces the term AI Orthopraxy as the correct practice of AI and a framework that aims to unify some aspects associated with AI ethics. These include standards, legal, and measures of fairness. We draw from existing tools that have been peer-reviewed by academics and discussed in recent literature to provide a mechanism for assessing the level by which a model or AI technology follows the correct practices of ethical AI. This paper describes a preliminary, ongoing, study and shows the early stages of a prototype framework, including a visual representation of the level of AI Orthopraxy of a model using hive plots. This work can potentially help create fair and trustworthy AI built upon the core tenets of accountability, transparency, and fairness. One of the current limitations is that it requires validation of peers that are willing, able, and trained to evaluate an AI model or technology using standards and other novel frameworks.
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