Braess's Paradox of Generative AI
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Abstract (arXiv)
ChatGPT has established Generative AI (GenAI) as a significant technological advancement. However, GenAI's intricate relationship with competing platforms and its downstream impact on users remains under-explored. This paper initiates the study of GenAI's long-term social impact resulting from the weakening network effect of human-based platforms like Stack Overflow. First, we study GenAI's revenue-maximization optimization problem. We develop an approximately optimal solution and show that the optimal solution has a non-cyclic structure. Then, we analyze the social impact, showing that GenAI could be socially harmful. Specifically, we present an analog to Braess's paradox in which all users would be better off without GenAI. Finally, we develop necessary and sufficient conditions for a regulator with incomplete information to ensure that GenAI is socially beneficial.
Key facts. Cited by 7 papers in the map (data through 14 Oct 2026). First posted on arXiv 9 Sep 2024.
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Citing papers per year: 2025: 5; 2026: 2.
7 papers.
- 2025Game Theory Meets Large Language Models: A Systematic Survey with Taxonomy and New Frontierscited by 16
- 2025How Strategic Agents Respond: Comparing Analytical Models with LLM-Generated Responses in Strategic Classificationcited by 5
- 2025Flattening Supply Chains: When do Technology Improvements lead to Disintermediation?cited by 2
- 2025Collaborating with GenAI: Incentives and Replacementscited by 1
- 2026AI-Mediated Communication Can Steer Collective Opinioncited by 1
- 2025Data Sharing with a Generative AI Competitorcited by 0
- 2026Market Games for Generative Models: Equilibria, Welfare, and Strategic Entrycited by 0
- 2026AI-Mediated Communication Can Steer Collective Opinion15 May 2026
- 2026Market Games for Generative Models: Equilibria, Welfare, and Strategic Entry19 Feb 2026
- 2025Collaborating with GenAI: Incentives and Replacements27 Aug 2025
- 2025Data Sharing with a Generative AI Competitor18 May 2025
- 2025Flattening Supply Chains: When do Technology Improvements lead to Disintermediation?28 Feb 2025
- 2025Game Theory Meets Large Language Models: A Systematic Survey with Taxonomy and New Frontiers13 Feb 2025
- 2025How Strategic Agents Respond: Comparing Analytical Models with LLM-Generated Responses in Strategic Classification20 Jan 2025