让AI从工具变伙伴,参与设计全流程共创
Human-AI Co-Creation: A Framework for Collaborative Design in Intelligent Systems
- 用大模型和多模态扩散模型作为创意搭档,与设计师反复讨论修改
- 实验显示人机协作能提升设计迭代速度与方案多样性
- 适合人机交互、创意设计领域研究者参考
随着人工智能从后台计算工具演变为互动式生成伙伴,其在早期设计流程中的融合要求重新思考以用户为中心的设计传统工作模式。本文探讨了人-机共同创造的新范式,即人工智能不仅用于自动化或效率提升,更主动参与构思、视觉概念化和决策过程。具体而言,我们研究了GPT-4等大型语言模型及Stable Diffusion等多模态扩散模型作为创造性代理,在提案、批评与修订的循环中与设计师协同工作的方式。
原文摘要 · Abstract (English)
As artificial intelligence (AI) continues to evolve from a back-end computational tool into an interactive, generative collaborator, its integration into early-stage design processes demands a rethinking of traditional workflows in human-centered design. This paper explores the emergent paradigm of human-AI co-creation, where AI is not merely used for automation or efficiency gains, but actively participates in ideation, visual conceptualization, and decision-making. Specifically, we investigate the use of large language models (LLMs) like GPT-4 and multimodal diffusion models such as Stable Diffusion as creative agents that engage designers in iterative cycles of proposal, critique, and revision.
Thank you to arXiv for use of its open access interoperability. PaperDance 不是 arXiv 官方产品;中文卡片由大模型生成,请以原文为准。