论文标题
查看具有社会学镜头的创意ML盲点
Looking at Creative ML Blindspots with a Sociological Lens
论文作者
论文摘要
创意ML/AI社区和文化社会学的研究人员如何进行富有成果的合作?来自两个领域的研究人员(不同)如何看待创造力和创意工作的产生?尽管ML社区将创造力视为技术专长和敏锐的问题,但社会科学家强调了嵌入性在文化生产中的作用。这种观点旨在桥接学科,并提出一个概念和方法论工具包,以进行协作。我们对这两个领域的最新研究进行了系统的综述,并提供了三种观点,以构建有关文化生产的跨学科研究:人,过程和产品。因此,我们提供了必要的基础工作,以支持多学科研究人员在协作中应对概念和方法论障碍。 ML研究人员和对创造力感兴趣的ML研究人员和社会学家感兴趣,旨在通过桥接这两个领域进行创新研究。
How can researchers from the creative ML/AI community and sociology of culture engage in fruitful collaboration? How do researchers from both fields think (differently) about creativity and the production of creative work? While the ML community considers creativity as a matter of technical expertise and acumen, social scientists have emphasized the role of embeddedness in cultural production. This perspective aims to bridge both disciplines and proposes a conceptual and methodological toolkit for collaboration. We provide a systematic review of recent research in both fields and offer three perspectives around which to structure interdisciplinary research on cultural production: people, processes, and products. We thereby provide necessary grounding work to support multidisciplinary researchers to navigate conceptual and methodological hurdles in their collaboration. Our research will be of interest to ML researchers and sociologists interested in creativity that aim to conduct innovative research by bridging both fields.