Interactive particle systems on hypergraphs, drift analysis and the WalkSAT algorithm

We analyze the expected running time of WalkSAT, a well-known local search procedure for satisfiability solving, on satisfiable instances of the k-XOR SAT problem. We obtain estimates of this expected running time by reducing the problem to a setting amenable to classical techniques from drift analysis. A crucial ingredient of this reduction is the definition of (new, explosive) hypergraph versions of interacting particle systems, notably of coalescing and annihilating random walks as well as the voter model. The use of these tools allows to show that the expected running time of WalkSAT depends on structural parameter (we call odd Cheeger drift) of the dual of the formula hypergraph.

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Publication Details

Journal
Journal of Complexity
Published
2026-11-04
DOI
https://doi.org/10.1016/j.jco.2026.102104
Primary Topic
Constraint Satisfaction and Optimization
Type
article
Field-Weighted Citation Impact
0.00

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article

Interactive particle systems on hypergraphs, drift analysis and the WalkSAT algorithm

Mircea Marin, Gabriel Istrate, Cosmin Bonchiş
1 links
Journal of Complexity
Constraint Satisfaction and Optimization
article

Interactive particle systems on hypergraphs, drift analysis and the WalkSAT algorithm

Mircea Marin, Gabriel Istrate, Cosmin Bonchiş
article en

Abstract

We analyze the expected running time of WalkSAT, a well-known local search procedure for satisfiability solving, on satisfiable instances of the k-XOR SAT problem. We obtain estimates of this expected running time by reducing the problem to a setting amenable to classical techniques from drift analysis. A crucial ingredient of this reduction is the definition of (new, explosive) hypergraph versions of interacting particle systems, notably of coalescing and annihilating random walks as well as the voter model. The use of these tools allows to show that the expected running time of WalkSAT depends on structural parameter (we call odd Cheeger drift) of the dual of the formula hypergraph.

Journal of ComplexityVol. 98
Association for Computing Machinery (US)
Health Resources in Action
Openalex Percentile: Top 100%
Constraint Satisfaction and Optimization
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