mlsanityData to 7 Oct 2026

Legal Infrastructure for Transformative AI Governance

arXiv 2602.01474 ↗First posted 1 Feb 2026cs.AIcited by 1

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Abstract (arXiv)

Most of our AI governance efforts focus on substance: what rules do we want in place? What limits or checks do we want to impose on AI development and deployment? But a key role for law is not only to establish substantive rules but also to establish legal and regulatory infrastructure to generate and implement rules. The transformative nature of AI calls especially for attention to building legal and regulatory frameworks. In this PNAS Perspective piece I review three examples I have proposed: the creation of registration regimes for frontier models; the creation of registration and identification regimes for autonomous agents; and the design of regulatory markets to facilitate a role for private companies to innovate and deliver AI regulatory services.

Key facts. Cited by 1 paper in the map (data through 7 Oct 2026). Builds on 12 of its 48 references that are in the map. First posted on arXiv 1 Feb 2026.

Builds on

12 of 48 references.

References · 12

  1. 2020Scaling Laws for Neural Language Modelscited by 6,411
  2. 2021On the Opportunities and Risks of Foundation Modelscited by 3,961
  3. 2022The Debate Over Understanding in AI's Large Language Modelscited by 142
  4. 2019Artificial Intelligence: the global landscape of ethics guidelinescited by 107
  5. 2016The Off-Switch Gamecited by 97
  6. 2016Research Priorities for Robust and Beneficial Artificial Intelligencecited by 74
  7. 2025Toward an Evaluation Science for Generative AI Systemscited by 42
  8. 2025Infrastructure for AI Agentscited by 40
  9. 2024Null Compliance: NYC Local Law 144 and the Challenges of Algorithm Accountabilitycited by 9
  10. 2019Defining the scope of AI regulationscited by 8
  11. 2024An FDA for AI? Pitfalls and Plausibility of Approval Regulation for Frontier Artificial Intelligencecited by 3
  12. 2024AI Model Registries: A Foundational Tool for AI Governancecited by 3

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