为动态演化的具身AI设计可自适应的认证机制,保障技术安全与伦理合规。
Navigating the sociotechnical labyrinth: Dynamic certification for responsible embodied AI
- 提出动态认证框架,随AI系统持续演化实时调整监管策略。
- 强调技术、社会与治理协同推进,实现双向对齐真实应用场景。
- 适合关注AI伦理、政策制定与跨领域治理的研究者参考。
社会技术需求塑造了人工智能系统的治理模式。在具身AI技术迅速改变当代社会各领域的时代背景下,其固有的动态适应性带来独特机遇与挑战。传统监管机制多针对静态或发展较慢的技术,面对AI系统的流动性和持续演化显得力不从心。此外,典型的人工智能问题,如系统行为的频繁不透明与不可预测性,进一步加剧了社会技术层面的复杂性。为此,我们提出动态认证的概念——一种专为应对AI系统持续演进而设计的自适应监管框架。这些挑战的复杂性要求在技术、社会-政府及监管多个领域实现协同进步。我们的跨学科方法旨在确保AI系统的安全、伦理与实际部署可行,使其与运行所处的真实世界情境双向对齐。通过这一机制,我们力求弥合快速技术进步与有效监管监督之间的鸿沟,确保AI不仅达成预期目标,也符合伦理标准与社会价值。
原文摘要 · Abstract (English)
Sociotechnical requirements shape the governance of artificially intelligent (AI) systems. In an era where embodied AI technologies are rapidly reshaping various facets of contemporary society, their inherent dynamic adaptability presents a unique blend of opportunities and challenges. Traditional regulatory mechanisms, often designed for static -- or slower-paced -- technologies, find themselves at a crossroads when faced with the fluid and evolving nature of AI systems. Moreover, typical problems in AI, for example, the frequent opacity and unpredictability of the behaviour of the systems, add additional sociotechnical challenges. To address these interconnected issues, we introduce the concept of dynamic certification, an adaptive regulatory framework specifically crafted to keep pace with the continuous evolution of AI systems. The complexity of these challenges requires common progress in multiple domains: technical, socio-governmental, and regulatory. Our proposed transdisciplinary approach is designed to ensure the safe, ethical, and practical deployment of AI systems, aligning them bidirectionally with the real-world contexts in which they operate. By doing so, we aim to bridge the gap between rapid technological advancement and effective regulatory oversight, ensuring that AI systems not only achieve their intended goals but also adhere to ethical standards and societal values.
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