Matrix product states and variational methods applied to critical quantum field theory
Ashley Milsted, Jutho Haegeman, Tobias J. Osborne

TL;DR
This paper applies matrix product states and variational methods to study the critical behavior of (1+1)D $\,\phi^4$ quantum field theory, accurately estimating critical parameters and exponents.
Contribution
It introduces a variational conjugate gradient method based on TDVP for imaginary time to analyze critical quantum field systems with improved accuracy.
Findings
Critical parameter matches recent Monte Carlo results.
Critical exponents agree with the transverse Ising model.
Mean field states can be used for non-critical quantum field theories.
Abstract
We study the second-order quantum phase-transition of massive real scalar field theory with a quartic interaction ( theory) in (1+1) dimensions on an infinite spatial lattice using matrix product states (MPS). We introduce and apply a naive variational conjugate gradient method, based on the time-dependent variational principle (TDVP) for imaginary time, to obtain approximate ground states, using a related ansatz for excitations to calculate the particle and soliton masses and to obtain the spectral density. We also estimate the central charge using finite-entanglement scaling. Our value for the critical parameter agrees well with recent Monte Carlo results, improving on an earlier study which used the related DMRG method, verifying that these techniques are well-suited to studying critical field systems. We also obtain critical exponents that agree, as expected, with those of…
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.
