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Convex AI Compositionality and the Governance of AI System Populations

arXiv · AI, language, vision and robotics · article · Sep 21, 2026 · UTC

AI governance increasingly requires providers and public authorities to reason about multiple AI instantiations, alternative versions, and deployment configurations of multiple AI systems. Yet current regulation remains predominantly single-system-centric, acknowledging such multiplicity only sparsely without treating collections of related AI systems as governance objects. This creates an AI population governance problem: determining which instantiations can be meaningfully considered together and how their changing configurations can be represented and monitored. The first requirement has re

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Evidence & attribution

First collected: 2026-09-23T06:11:12.848Z. This is not the publication date.