Two-sided bounds on free energy of directed polymers on strongly recurrent graphs
Naotaka Kajino, Kosei Konishi, Makoto Nakashima

TL;DR
This paper investigates the free energy behavior of directed polymers on strongly recurrent graphs with sub-Gaussian heat kernel bounds, establishing bounds and relations between quenched and annealed free energies for small inverse temperatures.
Contribution
It proves the existence and equality of quenched and annealed free energies and characterizes their difference in terms of the spectral dimension for such graphs.
Findings
Quenched and annealed free energies coincide.
Difference between free energies scales as 2^{4/(2-d_s)} for small 2.
Results apply to graphs with spectral dimension less than two.
Abstract
We study the directed polymers in random environment on an infinite graph on which the underlying random walk satisfies sub-Gaussian heat kernel bounds with spectral dimension strictly less than two. Our goal in this paper is to show (i) the existence and the coincidence of the quenched and the annealed free energy , and (ii) that is comparable to for small inverse temperature .
Peer Reviews
No public reviews on file for this paper yet. If you reviewed it on a platform where reviews are public (OpenReview, ICLR, NeurIPS, ICML), you can paste yours below so the community can read it here.
Videos
No videos yet. Explain this paper in a talk, walkthrough, or lecture? Add one.
Taxonomy
TopicsStochastic processes and statistical mechanics · Markov Chains and Monte Carlo Methods · Random Matrices and Applications
