#BIS-Hardness for 2-Spin Systems on Bipartite Bounded Degree Graphs in the Tree Nonuniqueness Region
arXiv:1311.4451 · doi:10.1016/j.jcss.2015.11.009
Abstract
Counting independent sets on bipartite graphs (#BIS) is considered a canonical counting problem of intermediate approximation complexity. It is conjectured that #BIS neither has an FPRAS nor is as hard as #SAT to approximate. We study #BIS in the general framework of two-state spin systems on bipartite graphs. We define two notions, nearly-independent phase-correlated spins and unary symmetry breaking. We prove that it is #BIS-hard to approximate the partition function of any 2-spin system on bipartite graphs supporting these two notions. As a consequence, we classify the complexity of approximating the partition function of antiferromagnetic 2-spin systems on bounded-degree bipartite graphs.
References in corpus (4)
Cited by in corpus (9)
- Algorithmic Pirogov-Sinai theory
- FPTAS for #BIS with Degree Bounds on One Side
- Weighted counting of solutions to sparse systems of equations
- What can be sampled locally?
- Lower bounds for testing graphical models: colorings and antiferromagnetic Ising models
- Hardness of Identity Testing for Restricted Boltzmann Machines and Potts models
- Approximating partition functions of bounded-degree Boolean counting Constraint Satisfaction Problems
- Approximation algorithms for the random-field Ising model
- Any Finite Distributive Lattice is Isomorphic to the Minimizer Set of an -Concave Set Function