Backdoor to the Hidden Ground State: Planted Vertex Cover Example

05/11/2023
by   Xin-Yi Fan, et al.
0

We introduce a planted vertex cover problem on regular random graphs and study it by the cavity method. The equilibrium ordering phase transition of this binary-spin two-body interaction system is discontinuous in nature distinct from the continuous one of conventional Ising-like models, and it is dynamically blocked by an extensive free energy barrier. We discover that the disordered symmetric phase of this system may be locally stable with respect to the ordered phase at all inverse temperatures except for a unique eureka point β_b at which it is only marginally stable. The eureka point β_b serves as a backdoor to access the hidden ground state with vanishing free energy barrier. It exists in an infinite series of planted random graph ensembles and we determine their structural parameters analytically. The revealed new type of free energy landscape may also exist in other planted random-graph optimization problems at the interface of statistical physics and statistical inference.

READ FULL TEXT

page 1

page 2

page 3

page 4

research
12/22/2017

Connected Vertex Cover for (sP_1+P_5)-Free Graphs

The Connected Vertex Cover problem is to decide if a graph G has a verte...
research
12/16/2017

Approximability of the Six-vertex Model

In this paper we take the first step toward a classification of the appr...
research
11/07/2018

Approximability of the Eight-vertex Model

We initiate a study of the classification of approximation complexity of...
research
06/20/2020

Finite-size scaling, phase coexistence, and algorithms for the random cluster model on random graphs

For Δ≥ 5 and q large as a function of Δ, we give a detailed picture of t...
research
11/23/2018

What is known about Vertex Cover Kernelization?

We are pleased to dedicate this survey on kernelization of the Vertex Co...
research
07/13/2018

Characterising AT-free Graphs with BFS

An asteroidal triple free graph is a graph such that for every independe...
research
05/28/2017

Direct Mapping Hidden Excited State Interaction Patterns from ab initio Dynamics and Its Implications on Force Field Development

The excited states of polyatomic systems are rather complex, and often e...

Please sign up or login with your details

Forgot password? Click here to reset