Many-Body Quantum States with Exact Conservation of Non-Abelian and
Lattice Symmetries through Variational Monte Carlo
- URL: http://arxiv.org/abs/2104.14869v2
- Date: Tue, 21 Sep 2021 12:31:12 GMT
- Title: Many-Body Quantum States with Exact Conservation of Non-Abelian and
Lattice Symmetries through Variational Monte Carlo
- Authors: Tom Vieijra and Jannes Nys
- Abstract summary: We present an ansatz where global non-abelian symmetries are inherently embedded in its structure.
We extend the model to incorporate lattice symmetries as well.
- Score: 0.0
- License: http://arxiv.org/licenses/nonexclusive-distrib/1.0/
- Abstract: Optimization of quantum states using the variational principle has recently
seen an upsurge due to developments of increasingly expressive wave functions.
In order to improve on the accuracy of the ans\"atze, it is a time-honored
strategy to impose the systems' symmetries. We present an ansatz where global
non-abelian symmetries are inherently embedded in its structure. We extend the
model to incorporate lattice symmetries as well. We consider the prototypical
example of the frustrated two-dimensional $J_1$-$J_2$ model on a square
lattice, for which eigenstates have been hard to model variationally. Our novel
approach guarantees that the obtained ground state will have total spin zero.
Benchmarks on the 2D $J_1$-$J_2$ model demonstrate its state-of-the-art
performance in representing the ground state. Furthermore, our methodology
permits to find the wave functions of excited states with definite quantum
numbers associated to the considered symmetries (including the non-abelian
ones), without modifying the architecture of the network.
Related papers
- Systematic construction of stabilizer codes via gauging abelian boundary symmetries [0.0]
We propose a systematic framework to construct a (d+1)-dimensional stabilizer model from an initial generic d-dimensional abelian symmetry.
Our approach builds upon the iterative gauging procedure, developed by one of the authors in [J. Garre-Rubio, Nature Commun. 15, 7986 (2024)
arXiv Detail & Related papers (2024-10-11T17:57:40Z) - Entanglement and the density matrix renormalisation group in the generalised Landau paradigm [0.0]
We leverage the interplay between gapped phases and dualities of symmetric one-dimensional quantum lattice models.
For every phase in the phase diagram, the dual representation of the ground state that breaks all symmetries minimises both the entanglement entropy and the required number of variational parameters.
Our work testifies to the usefulness of generalised non-invertible symmetries and their formal category theoretic description for the nuts and bolts simulation of strongly correlated systems.
arXiv Detail & Related papers (2024-08-12T17:51:00Z) - Variational Inference Failures Under Model Symmetries: Permutation Invariant Posteriors for Bayesian Neural Networks [43.88179780450706]
We investigate the impact of weight space permutation symmetries on variational inference.
We devise a symmetric symmetrization mechanism for constructing permutation invariant variational posteriors.
We show that the symmetrized distribution has a strictly better fit to the true posterior, and that it can be trained using the original ELBO objective.
arXiv Detail & Related papers (2024-08-10T09:06:34Z) - Spectroscopy of two-dimensional interacting lattice electrons using symmetry-aware neural backflow transformations [0.0]
We introduce a framework for embedding lattice symmetries in Neural Slater-Backflow-Jastrow wavefunction ansatzes.
We demonstrate how our model allows us to target the ground state and low-lying excited states.
arXiv Detail & Related papers (2024-06-13T13:01:50Z) - Exotic Symmetry Breaking Properties of Self-Dual Fracton Spin Models [4.467896011825295]
We investigate the ground-state properties and phase transitions of two self-dual fracton spin models.
We show that both models experience a strong first-order phase transition with an anomalous $L-(D-1)$ scaling.
Our work provides new understanding of sub-dimensional symmetry breaking and makes an important step for studying quantum-error-correction properties of the checkerboard and Haah's codes.
arXiv Detail & Related papers (2023-11-18T13:12:14Z) - Geometric Neural Diffusion Processes [55.891428654434634]
We extend the framework of diffusion models to incorporate a series of geometric priors in infinite-dimension modelling.
We show that with these conditions, the generative functional model admits the same symmetry.
arXiv Detail & Related papers (2023-07-11T16:51:38Z) - Oracle-Preserving Latent Flows [58.720142291102135]
We develop a methodology for the simultaneous discovery of multiple nontrivial continuous symmetries across an entire labelled dataset.
The symmetry transformations and the corresponding generators are modeled with fully connected neural networks trained with a specially constructed loss function.
The two new elements in this work are the use of a reduced-dimensionality latent space and the generalization to transformations invariant with respect to high-dimensional oracles.
arXiv Detail & Related papers (2023-02-02T00:13:32Z) - Modeling the space-time correlation of pulsed twin beams [68.8204255655161]
Entangled twin-beams generated by parametric down-conversion are among the favorite sources for imaging-oriented applications.
We propose a semi-analytic model which aims to bridge the gap between time-consuming numerical simulations and the unrealistic plane-wave pump theory.
arXiv Detail & Related papers (2023-01-18T11:29:49Z) - Counting Phases and Faces Using Bayesian Thermodynamic Integration [77.34726150561087]
We introduce a new approach to reconstruction of the thermodynamic functions and phase boundaries in two-parametric statistical mechanics systems.
We use the proposed approach to accurately reconstruct the partition functions and phase diagrams of the Ising model and the exactly solvable non-equilibrium TASEP.
arXiv Detail & Related papers (2022-05-18T17:11:23Z) - Boundary theories of critical matchgate tensor networks [59.433172590351234]
Key aspects of the AdS/CFT correspondence can be captured in terms of tensor network models on hyperbolic lattices.
For tensors fulfilling the matchgate constraint, these have previously been shown to produce disordered boundary states.
We show that these Hamiltonians exhibit multi-scale quasiperiodic symmetries captured by an analytical toy model.
arXiv Detail & Related papers (2021-10-06T18:00:03Z) - Stationary State Degeneracy of Open Quantum Systems with Non-Abelian
Symmetries [3.423206565777368]
We study the null space degeneracy of open quantum systems with multiple non-Abelian, strong symmetries.
We apply these results within the context of open quantum many-body systems.
We find that the derived bound, which scales at least cubically in the system size the $SU(2)$ symmetric cases, is often saturated.
arXiv Detail & Related papers (2019-12-27T15:50:33Z)
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.