arXiv:2503.14522cs.CYcs.AI2025-03被引 3

AI发展需兼顾无障碍设计,保障残障群体参与与权益。

Accessibility Considerations in the Development of an AI Action Plan

  • 将无障碍纳入AI研发全流程,包括开源协作与数据集构建
  • 强调可访问界面与专用功能库,提升残障用户使用体验
  • 关注残障相关数据隐私与算法偏见,防范新型歧视风险

我们主张在多个关键领域中体现无障碍:充分利用人工智能的新能力;支持人工智能的开源开发,使残障人士及专注残障领域的专业人士能够参与其中;开发无障碍应用,实现人工智能在无障碍领域的潜力;开展开源模型的开发与验证,确保算法中考虑无障碍问题;通过数据增强将无障碍纳入训练数据集;设计可访问界面,使残障人士能使用任何AI应用并验证其输出;提供专用功能与工具库,便于在各类场景和应用中集成AI支持;关注数据安全与隐私风险,包括基于人工智能的无障碍技术收集的数据,以及残障信息泄露的可能性;识别残障相关的AI风险与偏见,包括直接偏见(残障者使用AI时)和间接偏见(他人使用涉及残障者数据的AI时)。

原文摘要 · Abstract (English)

We argue that there is a need for Accessibility to be represented in several important domains: - Capitalize on the new capabilities AI provides - Support for open source development of AI, which can allow disabled and disability focused professionals to contribute, including - Development of Accessibility Apps which help realise the promise of AI in accessibility domains - Open Source Model Development and Validation to ensure that accessibility concerns are addressed in these algorithms - Data Augmentation to include accessibility in data sets used to train models - Accessible Interfaces that allow disabled people to use any AI app, and to validate its outputs - Dedicated Functionality and Libraries that can make it easy to integrate AI support into a variety of settings and apps. - Data security and privacy and privacy risks including data collected by AI based accessibility technologies; and the possibility of disability disclosure. - Disability-specific AI risks and biases including both direct bias (during AI use by the disabled person) and indirect bias (when AI is used by someone else on data relating to a disabled person).

无障碍设计AI伦理数据隐私残障平等

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