Some progress on the use of the variational method in quantum field theory
- URL: http://arxiv.org/abs/2604.10284v1
- Date: Sat, 11 Apr 2026 16:55:39 GMT
- Title: Some progress on the use of the variational method in quantum field theory
- Abstract summary: Variational methods, despite their success for quantum many-body physics on the lattice, have long lacked a natural ansatz adapted to the relativistic setting.<n>This explains the intuition behind relativistic continuous matrix product states (RCMPS)<n>We obtain competitive non-perturbative approximations to ground state energies and local observables in the $4$, Sine-Gordon, and Sinh-Gordon models.<n>Beyond energy density and local observables, we show how the framework can be used to evaluate non-local observables (defects) and to extract spectral data such as particle masses.
- Score: 0.0
- License: http://creativecommons.org/licenses/by/4.0/
- Abstract: Strongly coupled quantum field theories in $(1+1)$ dimensions are notoriously hard to solve non-perturbatively. Variational methods, despite their success for quantum many-body physics on the lattice, have long lacked a natural ansatz adapted to the relativistic setting. This monograph explains the intuition behind relativistic continuous matrix product states (RCMPS), a variational ansatz tailored to $(1+1)$-dimensional QFT, and reports on several years of progress in developing and applying this approach. Using Riemannian optimization on the manifold of RCMPS, we obtain competitive non-perturbative approximations to ground state energies and local observables in the $φ^4$, Sine-Gordon, and Sinh-Gordon models, including in strongly coupled regimes where perturbation theory fails. We then describe extensions to models with several interacting fields. Beyond energy density and local observables, we show how the framework can be used to evaluate non-local observables (defects) and, through an original linear programming approach, to extract spectral data such as particle masses. We close by discussing the current limitations of the method and the most promising directions for future work.
Related papers
- Entropic Riemannian Neural Optimal Transport [41.69130102668252]
We propose a unified framework that combines intrinsic entropic OT and amortized out-of-sample evaluation.<n>Our method matches or improves over Euclidean, tangent-space, and log-Euclidean baselines on benchmarks over $mathbbS2$, $mathrmSO(3)$, $mathrmSPD(3)$, $mathrmSE(3)$, and $mathbbH2$.
arXiv Detail & Related papers (2026-05-05T19:43:03Z) - Hysteretic squashed entanglement in many-body quantum systems [42.085941481155295]
Entanglement in many-body quantum systems is distributed across spatial regions.<n>We propose hysteretic entanglement $T_sq$, a conditional entanglement that measures the genuine quantum correlations between two subregions.<n>We show that $T_sq$ can detect genuine quantum correlations across both adjacent and long-range subsystems.
arXiv Detail & Related papers (2026-03-10T17:00:49Z) - Extracting quantum field theory dynamics from an approximate ground state [0.0]
We develop a linear-programming method to extract information from static ground-state correlators in quantum field theory.<n>We test the method on the $1+1$-dimensional $4$ model, using a variational approximation to the vacuum.<n>The resulting mass gaps agree with renormalized Hamiltonian truncation and Borel-resummed perturbation theory.
arXiv Detail & Related papers (2025-12-22T17:25:24Z) - Optimal local basis truncation of lattice quantum many-body systems [0.0]
We show how to optimally reduce the local basis of lattice quantum many-body (QMB) Hamiltonians.<n>The basis truncation exploits the most relevant eigenvalues of the estimated single-site reduced density matrix.
arXiv Detail & Related papers (2025-09-22T16:22:54Z) - Grassmann Variational Monte Carlo with neural wave functions [45.935798913942904]
We formalize the framework introduced by Pfau et al.citepfau2024accurate in terms of Grassmann geometry of the Hilbert space.<n>We validate our approach on the Heisenberg quantum spin model on the square lattice, achieving highly accurate energies and physical observables for a large number of excited states.
arXiv Detail & Related papers (2025-07-14T13:53:13Z) - Quantum Framework for Simulating Linear PDEs with Robin Boundary Conditions [0.6144680854063939]
We propose an explicit, oracle-free quantum framework for numerically simulating general linear partial differential equations (PDEs)<n>Our approach begins with a general finite-difference discretization and applies the Schrodingerisation technique to transform the resulting system into one that admits unitary quantum evolution.
arXiv Detail & Related papers (2025-06-25T14:23:38Z) - Approximation of diffeomorphisms for quantum state transfers [49.1574468325115]
We seek to combine two emerging standpoints in control theory.<n>We numerically find control laws driving state transitions in small time in a bilinear Schr"odinger PDE posed on the torus.
arXiv Detail & Related papers (2025-03-18T17:28:59Z) - Gaussian Entanglement Measure: Applications to Multipartite Entanglement
of Graph States and Bosonic Field Theory [50.24983453990065]
An entanglement measure based on the Fubini-Study metric has been recently introduced by Cocchiarella and co-workers.
We present the Gaussian Entanglement Measure (GEM), a generalization of geometric entanglement measure for multimode Gaussian states.
By providing a computable multipartite entanglement measure for systems with a large number of degrees of freedom, we show that our definition can be used to obtain insights into a free bosonic field theory.
arXiv Detail & Related papers (2024-01-31T15:50:50Z) - Tensor Renormalization Group Methods for Quantum Real-time Evolution [0.0]
We show that tensor renormalization group methods can be applied to calculation of Trotterized evolution operators at real time.
We apply the numerical methods to the 1D Quantum Ising Model with an external transverse field in the ordered phase.
arXiv Detail & Related papers (2023-12-22T16:57:14Z) - Theory of free fermions under random projective measurements [43.04146484262759]
We develop an analytical approach to the study of one-dimensional free fermions subject to random projective measurements of local site occupation numbers.
We derive a non-linear sigma model (NLSM) as an effective field theory of the problem.
arXiv Detail & Related papers (2023-04-06T15:19:33Z) - Machine Learning and Variational Algorithms for Lattice Field Theory [1.198562319289569]
In lattice quantum field theory studies, parameters defining the lattice theory must be tuned toward criticality to access continuum physics.
We introduce an approach to "deform" Monte Carlo estimators based on contour deformations applied to the domain of the path integral.
We demonstrate that flow-based MCMC can mitigate critical slowing down and observifolds can exponentially reduce variance in proof-of-principle applications.
arXiv Detail & Related papers (2021-06-03T16:37:05Z)
This list is automatically generated from the titles and abstracts of the papers in this site.
This site does not guarantee the quality of this site (including all information) and is not responsible for any consequences.