Complex Systems and Biological Physics Seminars

An alternate view of complexity in k-SAT problems

by Prof. Supriya Krishnamurthy (SU Physics)

Europe/Stockholm
Description
The satisfiability threshold for constraint satisfaction problems is that value of the ratio of constraints (or clauses) to variables, above which the probability that a random instance of the problem has a solution is zero in the large system limit. Two different approaches to obtaining this (satisfiability) threshold have been discussed in the literature - using first or second-moment methods which give rigorous bounds or using the non-rigorous but powerful replica-symmetry breaking (RSB) approach, which gives very accurate predictions on random graphs. A key assumption in the RSB approach is that the ground state structure of this class of problems exhibits clustering, and a key quantity is hence the logarithm of the number of solution clusters. This quantity is called the 'complexity'.
In this talk, we will lay out a different route to obtaining the satisfiability threshold on a Bethe lattice. We need make no assumptions about the solution-space structure, but despite this, our expressions and threshold values exactly match the best predictions of the RSB approach for all variants of the k-SAT problem. Our method hence provides alternate interpretations as well as motivations for the key equations in the RSB approach.