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On the Usefulness of Predicates

Authors: Håstad; Johan; Austrin, Per;

On the Usefulness of Predicates

Abstract

Motivated by the pervasiveness of strong inapproximability results for Max-CSPs, we introduce a relaxed notion of an approximate solution of a Max-CSP. In this relaxed version, loosely speaking, the algorithm is allowed to replace the constraints of an instance by some other (possibly real-valued) constraints, and then only needs to satisfy as many of the new constraints as possible.To be more precise, we introduce the following notion of a predicatePbeingusefulfor a (real-valued) objectiveQ: given an almost satisfiable Max-Pinstance, there is an algorithm that beats a random assignment on the corresponding Max-Qinstance applied to the same sets of literals. The standard notion of a nontrivial approximation algorithm for a Max-CSP with predicatePis exactly the same as saying thatPis useful forPitself.We say thatPis useless if it is not useful for anyQ. This turns out to be equivalent to the following pseudo-randomness property: given an almost satisfiable instance of Max-P, it is hard to find an assignment such that the induced distribution onk-bit strings defined by the instance is not essentially uniform.Under theunique games conjecture, we give a complete and simple characterization of useful Max-CSPs defined by a predicate: such a Max-CSP is useless if and only if there is a pairwise independent distribution supported on the satisfying assignments of the predicate. It is natural to also consider the case when no negations are allowed in the CSP instance, and we derive a similar complete characterization (under the UGC) there as well. Finally, we also include some results and examples shedding additional light on the approximability of certain Max-CSPs.

Keywords

ta113, FOS: Computer and information sciences, Computer Science - Computational Complexity, Computational Complexity (cs.CC)

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citations
The total number of citations received by all articles of the researcher of interest.
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!
20
Average
Top 10%
Top 10%
Green