Global approximations to correlation functions of strongly interacting quantum field theories
Yuanran Zhu, Yang Yu, Efekan K\"okc\"u, Emanuel Gull, Chao Yang

TL;DR
This paper presents a novel interpolation method using Padé approximants to construct global correlation functions in strongly interacting quantum field theories, demonstrating promising results on benchmark models.
Contribution
The authors develop a two-point Padé interpolation approach to approximate correlation functions across weak and strong coupling regimes, with proven convergence properties.
Findings
Padé approximants show uniform convergence to exact correlation functions in $\, ext{phi}^4$ theory.
Second-order Padé approximants reasonably characterize the Hubbard model's Green's function.
The method provides a unified approximation across different interaction strengths.
Abstract
We introduce a method for constructing global approximations to correlation functions of strongly interacting quantum field theories, starting from perturbative results. The key idea is to employ interpolation method, such as the two-point Pad\'e expansion, to interpolate the weak and strong coupling expansions of correlation function. We benchmark this many-body interpolation approach on two prototypical models: the lattice field theory and the 2D Hubbard model. For the theory, the resulting two point Pad\'e approximants exhibit uniform and global convergence to the exact correlation function. For the Hubbard model, we show that even at second order, the Pad\'e appproximant already provides reasonable characterization of the Matsubara Green's function for a wide range of parameters. Finally, we offer a heuristic explanation for these convergence properties based on…
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.
