Media and responsible AI governance: a game-theoretic and LLM analysis
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Abstract (arXiv)
This paper investigates the complex interplay between AI developers, regulators, users, and the media in fostering trustworthy AI systems. Using evolutionary game theory and large language models (LLMs), we model the strategic interactions among these actors under different regulatory regimes. The research explores two key mechanisms for achieving responsible governance, safe AI development and adoption of safe AI: incentivising effective regulation through media reporting, and conditioning user trust on commentariats' recommendation. The findings highlight the crucial role of the media in providing information to users, potentially acting as a form of "soft" regulation by investigating developers or regulators, as a substitute to institutional AI regulation (which is still absent in many regions). Both game-theoretic analysis and LLM-based simulations reveal conditions under which effective regulation and trustworthy AI development emerge, emphasising the importance of considering the influence of different regulatory regimes from an evolutionary game-theoretic perspective. The study concludes that effective governance requires managing incentives and costs for high quality commentaries.
Key facts. Cited by 12 papers in the map (data through 14 Oct 2026). Builds on 10 of its 37 references that are in the map. First posted on arXiv 12 Mar 2025.
Builds on
10 of 37 references.
References · 10
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Citing papers per year: 2025: 7; 2026: 5.
12 papers.
- 2025FAIRGAME: a Framework for AI Agents Bias Recognition using Game Theorycited by 14
- 2025Do LLMs trust AI regulation? Emerging behaviour of game-theoretic LLM agentscited by 11
- 2025Understanding LLM Agent Behaviours via Game Theory: Strategy Recognition, Biases and Multi-Agent Dynamicscited by 11
- 2025Strategic Communication and Language Bias in Multi-Agent LLM Coordinationcited by 5
- 2026Social physics in the age of artificial intelligencecited by 5
- 2025Can LLMs effectively provide game-theoretic-based scenarios for cybersecurity?cited by 4
- 2025LLMs for Supply Chain Managementcited by 3
- 2025Can Media Act as a Soft Regulator of Safe AI Development? A Game Theoretical Analysiscited by 3
- 2026When Numbers Start Talking: Implicit Numerical Coordination Among LLM-Based Agentscited by 2
- 2026Payoff scaling shapes cooperation in LLM agents across languagescited by 1
- 2026Trust or Check? Understanding the (Evolutionary) Dynamics of User Trust in AI Systemscited by 1
- 2026When Numbers Start Talking: Numerical Signalling and Strategic Behaviour Among LLMscited by 0
- 2026When Numbers Start Talking: Numerical Signalling and Strategic Behaviour Among LLMs2 Oct 2026
- 2026Trust or Check? Understanding the (Evolutionary) Dynamics of User Trust in AI Systems25 Mar 2026
- 2026Social physics in the age of artificial intelligence4 Mar 2026
- 2026Payoff scaling shapes cooperation in LLM agents across languages27 Jan 2026
- 2026When Numbers Start Talking: Implicit Numerical Coordination Among LLM-Based Agents7 Jan 2026
- 2025Understanding LLM Agent Behaviours via Game Theory: Strategy Recognition, Biases and Multi-Agent Dynamics8 Dec 2025
- 2025Can Media Act as a Soft Regulator of Safe AI Development? A Game Theoretical Analysis2 Sep 2025
- 2025Can LLMs effectively provide game-theoretic-based scenarios for cybersecurity?4 Aug 2025
- 2025Strategic Communication and Language Bias in Multi-Agent LLM Coordination30 Jul 2025
- 2025LLMs for Supply Chain Management24 May 2025
- 2025FAIRGAME: a Framework for AI Agents Bias Recognition using Game Theory19 Apr 2025
- 2025Do LLMs trust AI regulation? Emerging behaviour of game-theoretic LLM agents11 Apr 2025