Monte-Carlo sampling of self-energy matrices within sigma-models derived from Hubbard-Stratonovich transformed coherent state path integrals
Bernhard Mieck

TL;DR
This paper presents a Monte-Carlo sampling method for calculating Green functions in Hubbard-Stratonovich transformed path integrals, avoiding direct matrix inversion by using random walks in self-energy matrices, applicable to sigma models and gauge theories.
Contribution
Introduces a Monte-Carlo sampling technique for self-energy matrices in sigma models, enabling efficient Green function computation without direct matrix inversion.
Findings
Effective around saddle point solutions of self-energy in sigma models.
Capable of sampling HS-transformed path integrals in fermionic gauge theories.
Applicable to matrices with eigenvalues less than one for Taylor expansion.
Abstract
The 'Neumann-Ulam' Monte-Carlo sampling is described for the calculation of a matrix inversion or a Green function in case of Hubbard-Stratonovich (HS-)transformed coherent state path integrals. We illustrate how to circumvent direct numerical inversion of a matrix to its Green function by taking random walks of suitably chosen matrices within a path integral of even- and complex-valued self-energy matrices. The application of a random walk sampling is given by the possible separation of the total matrix, e.g. that matrix which determines the Green function from its inversion, into a part of unity minus (or plus) a matrix which only contains eigenvalues with absolute value smaller than one. This allows to expand the prevailing Green function around the unit matrix in a Taylor expansion with a separated, special matrix of sufficiently small eigenvalues. The presented sampling method is…
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
TopicsQuantum Chromodynamics and Particle Interactions · Quantum and electron transport phenomena · Quantum many-body systems
