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Article . 2014
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Fundamenta Informaticae
Article . 2014 . Peer-reviewed
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Fundamenta Informaticae
Article . 2014
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On Fast Heuristic Non-deterministic Algorithms and Short Heuristic Proofs

On fast heuristic non-deterministic algorithms and short heuristic proofs
Authors: Itsykson, Dmitry; Sokolov, Dmitry;

On Fast Heuristic Non-deterministic Algorithms and Short Heuristic Proofs

Abstract

In this paper we study heuristic proof systems and heuristic non-deterministic algorithms. We give an example of a language Y and a polynomial-time samplable distribution D such that the distributional problem (Y, D) belongs to the complexity class HeurNP but Y ∉ NP if NP ≠ coNP, and (Y, D) ∉ HeurBPP if (NP,PSamp) $\nsubseteq$ HeurBPP. For a language L and a polynomial q we define the language padq(L) composed of pairs (x, r) where x is an element of L and r is an arbitrary binary string of length at least q(|x|). If $D = \{D_n\}^\infty_{n=1}$ is an ensemble of distributions on strings, let D × Uq be a distribution on pairs (x, r), where x is distributed according to Dn and r is uniformly distributed on strings of length q(n). We show that for every language L in AM there is a polynomial q such that for every distribution D concentrated on the complement of L the distributional problem (padq(L), D × Uq) has a polynomially bounded heuristic proof system. Since graph non-isomorphism (GNI) is in AM, the above result is applicable to GNI.

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Keywords

Probability in computer science (algorithm analysis, random structures, phase transitions, etc.), proof systems, Complexity classes (hierarchies, relations among complexity classes, etc.), Arthur-Merlin games, Problem solving in the context of artificial intelligence (heuristics, search strategies, etc.), non-deterministic algorithm, heuristic computation

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selected citations
These citations are derived from selected sources.
This is an alternative to the "Influence" indicator, which also reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Citations provided by BIP!
popularity
This indicator reflects the "current" impact/attention (the "hype") of an article in the research community at large, based on the underlying citation network.
BIP!Popularity provided by BIP!
influence
This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Influence provided by BIP!
impulse
This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network.
BIP!Impulse provided by BIP!
1
Average
Average
Average
bronze
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