Human vs. Generative AI in Content Creation Competition: Symbiosis or Conflict?
Abstract
The advent of generative AI (GenAI) technology produces a transformative impact on the content creation landscape, offering alternative approaches to produce diverse, good-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.
Cite
Text
Yao et al. "Human vs. Generative AI in Content Creation Competition: Symbiosis or Conflict?." International Conference on Machine Learning, 2024.Markdown
[Yao et al. "Human vs. Generative AI in Content Creation Competition: Symbiosis or Conflict?." International Conference on Machine Learning, 2024.](https://mlanthology.org/icml/2024/yao2024icml-human/)BibTeX
@inproceedings{yao2024icml-human,
title = {{Human vs. Generative AI in Content Creation Competition: Symbiosis or Conflict?}},
author = {Yao, Fan and Li, Chuanhao and Nekipelov, Denis and Wang, Hongning and Xu, Haifeng},
booktitle = {International Conference on Machine Learning},
year = {2024},
pages = {56885-56913},
volume = {235},
url = {https://mlanthology.org/icml/2024/yao2024icml-human/}
}