论文标题

人工智能发展种族在异质环境中

Artificial Intelligence Development Races in Heterogeneous Settings

论文作者

Cimpeanu, Theodor, Santos, Francisco C., Pereira, Luis Moniz, Lenaerts, Tom, Han, The Anh

论文摘要

鉴于相关的风险和明显的道德问题,对人工智能(AI)等先进技术的调节变得越来越重要。由于能够首先提供此类技术的巨大好处,因此安全预防措施和社会后果可能会被忽略或短时间,以换取加速开发,从而使开发人员之间的赛车叙事产生。从一个描述在完全连接的玩家世界中的理想化技术竞赛的游戏理论模型开始,我们在这里调查了种族参与者之间的不同互动结构如何改变集体选择和监管行动的要求。我们的发现表明,当参与者在连接和同伴影响方面描绘了强烈的多样性(例如,当无规模的网络塑造各方之间的相互作用时),同质环境中存在的冲突大大减少,从而减少了对监管行动的需求。此外,我们的结果表明,技术治理和监管可能会从企业和国家之间的世界专利异质性和不平等中获利,以便能够对少数参与者进行精心干预的设计和实施,这些干预措施能够影响整个人群的伦理和可持续性。

Regulation of advanced technologies such as Artificial Intelligence (AI) has become increasingly important, given the associated risks and apparent ethical issues. With the great benefits promised from being able to first supply such technologies, safety precautions and societal consequences might be ignored or shortchanged in exchange for speeding up the development, therefore engendering a racing narrative among the developers. Starting from a game-theoretical model describing an idealised technology race in a fully connected world of players, here we investigate how different interaction structures among race participants can alter collective choices and requirements for regulatory actions. Our findings indicate that, when participants portray a strong diversity in terms of connections and peer-influence (e.g., when scale-free networks shape interactions among parties), the conflicts that exist in homogeneous settings are significantly reduced, thereby lessening the need for regulatory actions. Furthermore, our results suggest that technology governance and regulation may profit from the world's patent heterogeneity and inequality among firms and nations, so as to enable the design and implementation of meticulous interventions on a minority of participants, which is capable of influencing an entire population towards an ethical and sustainable use of advanced technologies.

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