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Paper · arXiv

Compute-Bounded Security Assurance - Coverage, Verification, and Response under Resource Constraints

Additional inference compute can increase the number of correctly resolved security-assurance tasks, but repeated success, unique coverage, accepted evidence, and operational protection are different quantities. We develop a resource-constrained framework that separates them. For repeated conditionally independent attempts with latent success probability $Θ$, coverage is $C_n = 1 - E[(1-Θ)^n]$, and its limiting value is $1 - P(Θ= 0)$. Positive pairwise outcome correlation does not by itself imply a ceiling below one: we construct two models with the same mean success and pairwise correlation but different limiting coverage. We distinguish this result from the effective sample size used to...

AuthorsJithin VG, Ditto PS
Primary categorycs.CR
Published7 September 2026
Last updated at source7 September 2026
cs.CRcs.AI
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