Perturbation Theory and the Sum of Squares
Abstract
The sum-of-squares (SoS) hierarchy is a powerful technique based on semi-definite programming that can be used for both classical and quantum optimization problems. This hierarchy goes under several names; in particular, in quantum chemistry it is called the reduced density matrix (RDM) method. We consider the ability of this hierarchy to reproduce weak coupling perturbation theory for three different kinds of systems: spin (or qubit) systems, bosonic systems (the anharmonic oscillator), and fermionic systems with quartic interactions. For such fermionic systems, we show that degree- SoS (called -RDM in quantum chemsitry) does not reproduce second order perturbation theory but degree- SoS (-RDM) does (and we conjecture that it reproduces third order perturbation theory). Indeed, we identify a fragment of degree- SoS which can do this, which may be useful for practical quantum chemical calculations as it may be possible to implement this fragment with less cost than the full degree- SoS. Remarkably, this fragment is very similar to one studied by Hastings and O'Donnell for the Sachdev-Ye-Kitaev (SYK) model.
Keywords
Cite
@article{arxiv.2205.12325,
title = {Perturbation Theory and the Sum of Squares},
author = {Matthew B. Hastings},
journal= {arXiv preprint arXiv:2205.12325},
year = {2024}
}
Comments
15 pages; v2 minor corrections and clarifications, more consideration of number conservation; v3, typo corrections