mlsanityData to 7 Oct 2026

Human vs. Generative AI in Content Creation Competition: Symbiosis or Conflict?

arXiv 2402.15467 ↗First posted 23 Feb 2024cs.GT cs.HCcited by 13

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Abstract (arXiv)

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.

Key facts. Cited by 13 papers in the map (data through 7 Oct 2026). First posted on arXiv 23 Feb 2024.

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Citing papers per year: 2024: 1; 2025: 8; 2026: 4.

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