2011
DOI: 10.1007/978-3-642-20712-9_1
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The Equivalence of Sampling and Searching

Abstract: In a sampling problem, we are given an input x ∈ {0, 1} n , and asked to sample approximately from a probability distribution D x over poly (n)-bit strings. In a search problem, we are given an input x ∈ {0, 1} n , and asked to find a member of a nonempty set A x with high probability. (An example is finding a Nash equilibrium.) In this paper, we use tools from Kolmogorov complexity to show that sampling and search problems are "essentially equivalent." More precisely, for any sampling problem S, there exists … Show more

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Cited by 11 publications
(21 citation statements)
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“…Our results show that any family of quantum circuits that both admits a classical poly-box and satisfies the poly-sparsity condition is in the complexity class SampP [34]. In light of the multiple known constructions of poly-boxes (see Refs.…”
Section: B Discussionmentioning
confidence: 88%
“…Our results show that any family of quantum circuits that both admits a classical poly-box and satisfies the poly-sparsity condition is in the complexity class SampP [34]. In light of the multiple known constructions of poly-boxes (see Refs.…”
Section: B Discussionmentioning
confidence: 88%
“…Recently, and directly motivated by the present work, Aaronson [4] proved a general connection between sampling problems and search problems.…”
Section: Sampling and Search Problemsmentioning
confidence: 99%
“…However, while Aaronson [4] proved an extremely general connection between search problems and sampling problems, that connection only works for approximate sampling, not exact sampling.…”
Section: The Exact Casementioning
confidence: 99%
See 1 more Smart Citation
“…That is, a valid classical simulation of the quantum circuit can return any measurement outcome a genuine quantum device may output with nonzero probability. 1 Unfortunately, we believe 2 that proving a separation against NC 1 under this model will require new nontrivial techniques in circuit complexity. Instead, we introduce interactivity into our model as a way to circumvent these challenges.…”
Section: Introductionmentioning
confidence: 99%