The set of solutions of random XORSAT formulae

TL;DR

This paper characterizes the phase transition in the solution space of random XORSAT problems, identifying the clustering threshold and analyzing the structure and conductance of solution clusters.

Contribution

It provides a complete, sharp characterization of the clustering phase transition in random k-XORSAT, including the exact threshold and solution space structure.

Findings

The clustering threshold for random k-XORSAT is sharp and precisely determined.

Below the threshold, the solution set has large conductance; above, solution clusters also have large conductance.

A sparse basis for solutions is constructed, linked to hypergraph substructures.

Abstract

The XOR-satisfiability (XORSAT) problem requires finding an assignment of $n$ Boolean variables that satisfy $m$ exclusive OR (XOR) clauses, whereby each clause constrains a subset of the variables. We consider random XORSAT instances, drawn uniformly at random from the ensemble of formulae containing $n$ variables and $m$ clauses of size $k$. This model presents several structural similarities to other ensembles of constraint satisfaction problems, such as $k$-satisfiability ($k$-SAT), hypergraph bicoloring and graph coloring. For many of these ensembles, as the number of constraints per variable grows, the set of solutions shatters into an exponential number of well-separated components. This phenomenon appears to be related to the difficulty of solving random instances of such problems. We prove a complete characterization of this clustering phase transition for random $k$-XORSAT. In particular, we prove that the clustering threshold is sharp and determine its exact location. We prove that the set of solutions has large conductance below this threshold and that each of the clusters has large conductance above the same threshold. Our proof constructs a very sparse basis for the set of solutions (or the subset within a cluster). This construction is intimately tied to the construction of specific subgraphs of the hypergraph associated with an instance of $k$-XORSAT. In order to study such subgraphs, we establish novel local weak convergence results for them.