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Conformance as a Distribution: Delegation Contracts, Error Budgets, and the Allocation of Evaluation Authority in Use-Based AI Regulation
Not specified in the abstract
regulationauditerror budgetsAI deployment
2610.33112
Builder Relevance
1h ago70%
Abstract
The paper discusses the challenges of use-based AI regulation and proposes mechanisms for ensuring truthful context mixtures and unbiased audits in deployment scenarios.
Reality Card
Core Claim
The study provides mechanisms that ensure truthful declaration of context mixtures and unbiased audits, which are crucial for long-lived AI deployments under regulatory frameworks.
Method / Result
A proper-scoring penalty on the declared mixture bounds the excess failure of a best-responding deployer by O(λ^{-1/2}) in the penalty weight.
Limitations
The study does not evaluate any language model or production system, which may limit the applicability of the findings.
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