The advent of generative AI (GenAI) technology produces transformative impact on the content creation landscape, offering alternative approaches to produce diverse, high-quality content across media, thereby reshaping online ecosystems but also raising concerns about market over-saturation and the potential marginalization of human creativity. Our work introduces a competition model generalized from the Tullock contest to analyze the tension between human creators and GenAI. Our theory and simulations suggest that despite challenges, a stable equilibrium between human and AI-generated content is possible. Our work contributes to understanding the competitive dynamics in the content creation industry, offering insights into the future interplay between human creativity and technological advancements in GenAI.
翻译:生成式AI技术的出现深刻改变了内容创作格局,为跨媒体领域生成多样化、高质量内容提供了新路径,既重塑了在线生态系统,也引发了市场过度饱和及人类创造力可能被边缘化的担忧。本文提出一个从Tullock竞赛模型泛化而来的竞争模型,用于分析人类创作者与生成式AI之间的张力。理论分析与仿真结果表明,尽管面临挑战,人类创作与AI生成内容之间仍可能达成稳定均衡。本研究为理解内容创作行业的竞争动态提供了理论贡献,并揭示了人类创造力与生成式AI技术发展在未来互动中的潜在路径。