Two-particle calculations with quantics tensor trains: Solving the parquet equations
arXiv:2410.22975 · doi:10.1103/PhysRevResearch.7.023087
Abstract
We present the first application of quantics tensor trains (QTTs) and tensor cross interpolation (TCI) to the solution of a full set of self-consistent equations for multivariate functions, the so-called parquet equations. We show that the steps needed to evaluate the equations (Bethe--Salpeter equations, parquet equation and Schwinger--Dyson equation) can be decomposed into basic operations on the QTT-TCI (QTCI) compressed objects. The repeated application of these operations does not lead to a loss of accuracy beyond a specified tolerance and the iterative scheme converges even for numerically demanding parameters. As examples we take the Hubbard model in the atomic limit and the single impurity Anderson model, where the basic objects in parquet equations, the two-particle vertices, depend on three frequencies, but not on momenta. The results show that this approach is able to overcome major computational bottlenecks of standard numerical methods. The applied methods allow for an exponential increase of the number of grid points included in the calculations leading to an exponentially improving computational error for a linear increase in computational cost.
23 pages, 17 figures
References in corpus (45)
- Diagrammatic routes to nonlocal correlations beyond dynamical mean field theory
- Minimally Entangled Typical Thermal State Algorithms
- Local Electronic Correlation at the Two-Particle Level
- Non-existence of the Luttinger-Ward functional and misleading convergence of skeleton diagrammatic series for Hubbard-like models
- Effect of van Hove singularities on high-Tc superconductivity in H3S
- Divergent Precursors of the Mott-Hubbard Transition at the Two-Particle Level
- A Quantum Inspired Approach to Exploit Turbulence Structures
- High-frequency asymptotics of the vertex function: diagrammatic parametrization and algorithmic implementation
- Breakdown of traditional many-body theories for correlated electrons
- Efficient implementation of the parquet equations -- role of the reducible vertex function and its kernel approximation
- Non-perturbative landscape of the Mott-Hubbard transition: Multiple divergence lines around the critical endpoint
- Learning Feynman Diagrams with Tensor Trains
- Parquet approximation for the 4x4 Hubbard cluster
- Fingerprints of the local moment formation and its Kondo screening in the generalized susceptibilities of many-electron problems
- Antiferromagnetic and d-wave pairing correlations in the strongly interacting two-dimensional Hubbard model from the functional renormalization group
- Truncated Unity Parquet Solver
- Solving the Parquet Equations for the Hubbard Model beyond Weak Coupling
- Frustrated Quantum Spins at finite Temperature: Pseudo-Majorana functional RG approach
- Analytical investigation of singularities in two-particle irreducible vertex functions of the Hubbard atom
- Quantitative functional renormalization-group description of the two-dimensional Hubbard model
- Quantics Tensor Cross Interpolation for High-Resolution, Parsimonious Representations of Multivariate Functions in Physics and Beyond
- Boson-Exchange Parquet Solver for dual fermions
- Multipoint correlation functions: spectral representation and numerical evaluation
- Multiscale space-time ansatz for correlation functions of quantum systems based on quantics tensor trains
- Dual parquet scheme for the two-dimensional Hubbard model: modelling low-energy physics of high- cuprates with high momentum resolution
- Overcomplete compact representation of two-particle Green's functions
- Tiling with triangles: parquet and methods unified
- Full-bandwidth Eliashberg theory of superconductivity beyond Migdal's approximation
- Learning tensor networks with tensor cross interpolation: new algorithms and libraries
- A quantum-inspired method for solving the Vlasov-Poisson equations
- Sparse sampling and tensor network representation of two-particle Green's functions
- A Tensor Train Continuous Time Solver for Quantum Impurity Models
- Tensor networks enable the calculation of turbulence probability distributions
- Solving the Bethe-Salpeter equation with exponential convergence
- Highly nonperturbative nature of the Mott metal-insulator transition: Two-particle vertex divergences in the coexistence region
- The Dynamical Mean Field Theory phase space extension and critical properties of the finite temperature Mott transition
- Quantum-Inspired Fluid Simulation of 2D Turbulence with GPU Acceleration
- Nonequilibrium diagrammatic many-body simulations with quantics tensor trains
- Compactness of quantics tensor train representations of local imaginary-time propagators
- Symmetric improved estimators for multipoint vertex functions
- Protection of Correlation-Induced Phase Instabilities by Exceptional Susceptibilities
- General Shiba mapping for on-site four-point correlation functions
- Compressing the two-particle Green's function using wavelets: Theory and application to the Hubbard atom
- Discrete Lehmann representation of three-point functions
- Pseudo-Majorana functional renormalization for frustrated XXZ spin-1/2 models with field or magnetization along the spin-Z direction at finite temperature
Cited by in corpus (15)
- Testing the parquet equations and the U(1) Ward identity for real-frequency correlation functions from the multipoint numerical renormalization group
- Solving the Gross-Pitaevskii equation on multiple different scales using the quantics tensor train representation
- Parquet theory for molecular systems: Formalism and static kernel parquet approximation
- Non-Perturbative Feats in the Physics of Correlated Antiferromagnets
- Intertwined fluctuations and isotope effects in the Hubbard-Holstein model on the square lattice from functional renormalization
- Suppression of the charge fluctuations by nonlocal correlations close to the Mott transition
- Entanglement across scales: Quantics tensor trains as a natural framework for renormalization
- Origin of misleading convergence in self-consistent many-electron theories: Fundamental aspects and practical implications
- A causality-based divide-and-conquer algorithm for nonequilibrium Green's function calculations with quantics tensor trains
- Compressing local vertex functions from the multipoint numerical renormalization group using quantics tensor cross interpolation
- Inchworm tensor train hybridization expansion quantum impurity solver
- Diagrammatic bosonization, aspects of criticality, and the Hohenberg-Mermin-Wagner theorem in parquet approaches
- Computation Kernel for Feynman Diagrams
- Many-body correlations in Floquet steady-states: Frequency-resolved renormalization group of the driven Anderson impurity
- AC/DC spin current in ferromagnet/superconductor/normal metal trilayer systems