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Algorithms and certificates for Boolean CSP refutation: smoothed is no harder than random

Venkatesan Guruswami, Pravesh K. Kothari, Peter Manohar

2022Year
18Citations
19Top-tier citations

Abstract

We present an algorithm for strongly refuting smoothed instances of all Boolean CSPs. The smoothed model is a hybrid between worst and average-case input models, where the input is an arbitrary instance of the CSP with only the negation patterns of the literals re-randomized with some small probability. For an ๐‘›-variable smoothed instance of a ๐‘˜-arity CSP, our algorithm runs in ๐‘› ๐‘‚(โ„“ ) time, and succeeds with high probability in bounding the optimum fraction of satisfiable constraints away from 1, provided that the number of constraints is at least ร•(๐‘›)( ๐‘› โ„“ )

๐‘˜ 2 -1 . This matches, up to polylogarithmic factors in ๐‘›, the trade-off between running time and the number of constraints of the state-of-the-art algorithms for refuting fully random instances of CSPs [RRS17].

We also make a surprising connection between the analysis of our refutation algorithm in the significantly "randomness starved" setting of semi-random ๐‘˜-XOR and the existence of even covers in worst-case hypergraphs. We use this connection to positively resolve Feige's 2008 conjecture -an extremal combinatorics conjecture on the existence of even covers in sufficiently dense hypergraphs that generalizes the well-known Moore bound for the girth of graphs. As a corollary, we show that polynomial-size refutation witnesses exist for arbitrary smoothed CSP instances with number of constraints a polynomial factor below the "spectral threshold" of ๐‘› ๐‘˜/2 , extending the celebrated result for random 3-SAT of Feige, Kim and Ofek [FKO06].

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