On the 1/D expansion for directed polymers
Giorgio Parisi, Frantisek Slanina

TL;DR
This paper develops a variational method to analyze directed polymers in finite dimensions, revealing that corrections to mean field theory scale as D^{-4/3}, which impacts the use of 1/D expansions.
Contribution
It introduces a variational approach with a symmetrized trial function to compute finite-D corrections for directed polymers, highlighting the non-trivial D^{-4/3} scaling.
Findings
Finite-D corrections scale as D^{-4/3}
Mean field theory is exact at D=∞
The 1/D expansion requires careful application
Abstract
We present a variational approach for directed polymers in transversal dimensions which is used to compute the corrections to the mean field theory predictions with broken replica symmetry. The trial function is taken to be a symmetrized version of the mean-field solution, which is known to be exact for . We compute the free energy corresponding to that function and show that the finite- corrections behave like . It means that the expansion in powers of 1/D should be used with great care here. We hope that the techniques developed in this note will be useful also in the study of spin glasses.
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
TopicsTheoretical and Computational Physics · Random Matrices and Applications · Complex Systems and Time Series Analysis
