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arXiv:2610.38488 · v1

Generative AI as a Mediator in Creator Collaboration: Challenges, Design Opportunities, and Concerns

首次提交 2026-10-28 16:58
版本更新 2026-10-28 16:58
雷达观测 2026-10-30 10:22
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摘要

As Generative AI (GenAI) expands beyond individual workflows and becomes increasingly integrated intocollaborative creative work, its potential to address the fundamental challenge of building common groundamong creators with diverse expertise remains underexplored. Specifically, we lack empirical understandingof how GenAI can mediate collaboration asymmetries among heterogeneous creators. To address this gap,we conducted a multi-method study with narrative writers (N = 10) and visual designers (N = 10) in thecontext of game development. Our findings demonstrate that GenAI goes beyond individual assistance toserve as a collaborative mediator by aligning creative intent, sustaining shared understanding, and mitigatinginterpersonal friction among creators. At the same time, we highlight concerns that GenAI may reducecommunication among creators, undermine mutual trust, and reshape interpersonal dynamics and collaborativeprocesses. Based on these insights, we identify design opportunities for GenAI tools that nurture collaborativesynergy while preserving the creativity and values of human work.

作者备注:37 pages. Published in Proceedings of the ACM on Human-Computer Interaction (PACMHCI), CSCW 2026

期刊信息:Proc. ACM Hum.-Comput. Interact. 10, 6, Article CSCW092 (October 2026), 37 pages

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v1 · 2026-10-28 16:58 · 最新观测版本

Generative AI as a Mediator in Creator Collaboration: Challenges, Design Opportunities, and Concerns

As Generative AI (GenAI) expands beyond individual workflows and becomes increasingly integrated intocollaborative creative work, its potential to address the fundamental challenge of building common groundamong creators with diverse expertise remains underexplored. Specifically, we lack empirical understandingof how GenAI can mediate collaboration asymmetries among heterogeneous creators. To address this gap,we conducted a multi-method study with narrative writers (N = 10) and visual designers (N = 10) in thecontext of game development. Our findings demonstrate that GenAI goes beyond individual assistance toserve as a collaborative mediator by aligning creative intent, sustaining shared understanding, and mitigatinginterpersonal friction among creators. At the same time, we highlight concerns that GenAI may reducecommunication among creators, undermine mutual trust, and reshape interpersonal dynamics and collaborativeprocesses. Based on these insights, we identify design opportunities for GenAI tools that nurture collaborativesynergy while preserving the creativity and values of human work.

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