Algorithms for finite Projected Entangled Pair States
arXiv:1405.3259 · doi:10.1103/PhysRevB.90.064425
Abstract
Projected Entangled Pair States (PEPS) are a promising ansatz for the study of strongly correlated quantum many-body systems in two dimensions. But due to their high computational cost, developing and improving PEPS algorithms is necessary to make the ansatz widely usable in practice. Here we analyze several algorithmic aspects of the method. On the one hand, we quantify the connection between the correlation length of the PEPS and the accuracy of its approximate contraction, and discuss how purifications can be used in the latter. On the other, we present algorithmic improvements for the update of the tensor that introduce drastic gains in the numerical conditioning and the efficiency of the algorithms. Finally, the state-of-the-art general PEPS code is benchmarked with the Heisenberg and quantum Ising models on lattices of up to sites.
18 pages, 20 figures, accepted version
References in corpus (40)
- The density-matrix renormalization group in the age of matrix product states
- Efficient classical simulation of slightly entangled quantum computations
- A Practical Introduction to Tensor Networks: Matrix Product States and Projected Entangled Pair States
- Matrix Product States, Projected Entangled Pair States, and variational renormalization group methods for quantum spin systems
- Efficient simulation of one-dimensional quantum many-body systems
- Spin Liquid Ground State of the Kagome Heisenberg Model
- Time-dependent density-matrix renormalization-group using adaptive effective Hilbert spaces
- Matrix Product Density Operators: Simulation of finite-T and dissipative systems
- Classical simulation of infinite-size quantum lattice systems in two spatial dimensions
- The ALPS project release 1.3: open source software for strongly correlated systems
- The ALPS project release 2.0: Open source software for strongly correlated systems
- Tensor renormalization group approach to 2D classical lattice models
- Finite-Size Scaling of the Ground State Parameters of the Two-Dimensional Heisenberg Model
- Accurate determination of tensor network state of quantum lattice models in two dimensions
- Coarse-graining renormalization by higher-order singular value decomposition
- Simulation of two dimensional quantum systems on an infinite lattice revisited: corner transfer matrix for tensor contraction
- Studying Two Dimensional Systems With the Density Matrix Renormalization Group
- Neel order in square and triangular lattice Heisenberg models
- Simulation of strongly correlated fermions in two spatial dimensions with fermionic Projected Entangled-Pair States
- Entanglement spectrum and boundary theories with projected entangled-pair states
- Tensor network states and algorithms in the presence of a global U(1) symmetry
- Cluster algorithms for general-S quantum spin systems
- Variational study of hard-core bosons in a 2-D optical lattice using Projected Entangled Pair States (PEPS)
- Second Renormalization of Tensor-Network States
- Stripes in the two-dimensional t-J model with infinite projected entangled-pair states
- Crystals of bound states in the magnetization plateaus of the Shastry-Sutherland model
- Exploring frustrated spin-systems using Projected Entangled Pair States (PEPS)
- Tensor renormalization of quantum many-body systems using projected entangled simplex states
- Implementing global Abelian symmetries in projected entangled-pair state algorithms
- Unifying Projected Entangled Pair States contractions
- Ground-State Properties of Quantum Many-Body Systems: Entangled-Plaquette States and Variational Monte Carlo
- Monte Carlo simulation with Tensor Network States
- Purifications of multipartite states: limitations and constructive methods
- Adiabatic Preparation of a Heisenberg Antiferromagnet Using an Optical Superlattice
- Sequentially generated states for the study of two dimensional systems
- Fate of the cluster state on the square lattice in a magnetic field
- Time evolution of projected entangled pair states in the single layer picture
- Assessing the accuracy of projected entangled-pair states on infinite lattices
- Simulating two- and three-dimensional frustrated quantum systems with string-bond states
- Uncontrolled disorder effects in fabricating photonic quantum simulators on a kagome geometry: A projected-entangled pair state versus exact digonalization analysis
Cited by in corpus (141)
- Solving the Quantum Many-Body Problem with Artificial Neural Networks
- Hand-waving and Interpretive Dance: An Introductory Course on Tensor Networks
- Gapless spin-liquid ground state in the kagome antiferromagnet
- Lattice gauge theories simulations in the quantum information era
- The iPEPS algorithm, improved: fast full update and gauge fixing
- Quantum Entanglement in Deep Learning Architectures
- Variational Matrix Product Operators for the Steady State of Dissipative Quantum Systems
- Gradient methods for variational optimization of projected entangled-pair states
- A positive tensor network approach for simulating open quantum many-body systems
- Review on novel methods for lattice gauge theories
- Lecture Notes of Tensor Network Contractions
- Loop optimization for tensor network renormalization
- Hardware-efficient variational quantum algorithms for time evolution
- Tensor Network Algorithms: a Route Map
- Tensor Networks for Lattice Gauge Theories with continuous groups
- Beyond-classical computation in quantum simulation
- Finite Correlation Length Scaling in Lorentz-Invariant Gapless iPEPS Wave Functions
- Near-Term Quantum Computing Techniques: Variational Quantum Algorithms, Error Mitigation, Circuit Compilation, Benchmarking and Classical Simulation
- Finite correlation length scaling with infinite projected entangled-pair states
- Fast and converged classical simulations of evidence for the utility of quantum computing before fault tolerance
- Beyond mean-field bistability in driven-dissipative lattices: bunching-antibunching transition and quantum simulation
- Classically optimized Hamiltonian simulation
- Finite-representation approximation of lattice gauge theories at the continuum limit with tensor networks
- Quantum critical phase with infinite projected entangled paired states
- Gapless spin liquid ground state of spin-1/2 - Heisenberg model on square lattices
- Towards adiabatic quantum computing using compressed quantum circuits
- Fast convergence of imaginary time evolution tensor network algorithms by recycling the environment
- Efficient Tensor Network ansatz for high-dimensional quantum many-body problems
- Efficient tensor network simulation of IBM's largest quantum processors
- Supervised Learning with Projected Entangled Pair States
- X-Symbols for Non-Abelian Symmetries in Tensor Networks
- Gradient optimization of finite projected entangled pair states
- Thermodynamics of Spin-1/2 Kagomé Heisenberg Antiferromagnet: Algebraic Paramagnetic Liquid and Finite-Temperature Phase Diagram
- Time-dependent study of disordered models with infinite projected entangled pair states
- Multigrid Renormalization
- Finite correlation length scaling with infinite projected entangled pair states at finite temperature
- Investigating ultrafast quantum magnetism with machine learning
- Simulation of three-dimensional quantum systems with projected entangled-pair states
- Parallel time-dependent variational principle algorithm for matrix product states
- Tensor network states in time-bin quantum optics
- Tensor network algorithm by coarse-graining tensor renormalization on finite periodic lattices
- Hybrid convolutional neural network and PEPS wave functions for quantum many-particle states
- Evaluation of time-dependent correlators after a local quench in iPEPS: hole motion in the t-J model
- Accurate simulation for finite projected entangled pair states in two dimensions
- Time evolution of an infinite projected entangled pair state: a neighborhood tensor update
- Fundamental limitations in the purifications of tensor networks
- Conversion of projected entangled pair states into a canonical form
- Density Matrix Renormalization Group with Tensor Processing Units
- Direct sampling of projected entangled-pair states
- Efficient Simulation of Dynamics in Two-Dimensional Quantum Spin Systems with Isometric Tensor Networks
- Dynamical Phase Transitions in a 2D Classical Nonequilibrium Model via 2D Tensor Networks
- Infinite Projected Entangled-Pair State algorithm for ruby and triangle-honeycomb lattices
- Gauging tensor networks with belief propagation
- How much entanglement is needed to reduce the energy variance?
- A beginner's guide to non-abelian iPEPS for correlated fermions
- Three-dimensional isometric tensor networks
- Locality of temperature in spin chains
- Population Control Bias and Importance Sampling in Full Configuration Interaction Quantum Monte Carlo
- Finite temperature tensor network study of the Hubbard model on an infinite square lattice
- Few-body systems capture many-body physics: tensor network approach
- Nature of the 1/9-magnetization plateau in the spin-1/2 kagome Heisenberg antiferromagnet
- Magnetization of the spin-1/2 Heisenberg antiferromagnet on the triangular lattice
- Automatic Differentiable Monte Carlo: Theory and Application
- Optimal sampling of dynamical large deviations in two dimensions via tensor networks
- Augmenting Density Matrix Renormalization Group with Disentanglers
- Theory of competing Chern-Simons orders and emergent phase transitions
- On the stability of the infinite Projected Entangled Pair Operator ansatz for driven-dissipative 2D lattices
- Systematic construction of density functionals based on matrix product state computations
- Computing partial traces and reduced density matrices
- QSpace - An open-source tensor library for Abelian and non-Abelian symmetries
- Spin ordered ground state and thermodynamic behaviors of the spin-3/2 kagome Heisenberg antiferromagnet
- Approximating local observables on projected entangled pair states
- Gradient optimization of fermionic projected entangled pair states on directed lattices
- Nuclear norm regularized loop optimization for tensor network
- Quantum Quench and Charge Oscillations in the SU(3) Hubbard Model: a Test of Time Evolving Block Decimation with general non-Abelian Symmetries
- Accurate Simulation of the Hubbard Model with Finite Fermionic Projected Entangled Pair States
- Capturing exponential variance using polynomial resources: applying tensor networks to non-equilibrium stochastic processes
- Fermionic algebraic quantum spin liquid in an octa-kagome frustrated antiferromagnet
- Tensor Network Decoding Beyond 2D
- Simulating both parity sectors of the Hubbard Model with Tensor Networks
- Abelian and non-abelian symmetries in infinite projected entangled pair states
- Efficient Quantum Simulation for Thermodynamics of Infinite-size Many-body Systems in Arbitrary Dimensions
- Tensor network representations from the geometry of entangled states
- Large- Chern insulators: lattice field theory and quantum simulation approaches to correlation effects in the quantum anomalous Hall effect
- Block belief propagation algorithm for two-dimensional tensor networks
- Finite Projected Entangled Pair States for the Hubbard model
- A generalized Lanczos method for systematic optimization of tensor network states
- Generating function for projected entangled-pair states
- Emergence of the XY-like phase in the deformed spin-3/2 AKLT systems
- Matrix Product States with Backflow correlations
- Simulation of many body localization and time crystals in two dimensions with the neighborhood tensor update
- The minimal canonical form of a tensor network
- Isometric tensor network representations of two-dimensional thermal states
- Benchmarking global symmetry in 2d tensor network algorithms
- Collective Monte Carlo updates through tensor network renormalization
- Entanglement Hamiltonian of the quantum Néel state
- Hybrid Tree Tensor Networks for quantum simulation
- Efficient Representation of Minimally Entangled Typical Thermal States in two dimensions via Projected Entangled Pair States
- How local is the information in MPS/PEPS tensor networks?
- A simplified and improved approach to tensor network operators in two dimensions
- Efficient calculation of three-dimensional tensor networks
- Scalable simulation of non-equilibrium quantum dynamics via classically optimised unitary circuits
- Efficient tensor network algorithm for layered systems
- Simulating quantum dynamics in two-dimensional lattices with tensor network influence functional belief propagation
- Infinite Matrix Product States vs Infinite Projected Entangled-Pair States on the Cylinder: a comparative study
- Low-rank Tensor Grid for Image Completion
- Dynamics of disordered quantum systems with two- and three-dimensional tensor networks
- Combination of Tensor Network States and Green's function Monte Carlo
- Density Matrix Renormalization Group Algorithm For Mixed Quantum States
- Projected Entangled Pair States with flexible geometry
- Loop Series Expansions for Tensor Networks
- Dual-isometric Projected Entangled Pair States
- Boltzmann machines and quantum many-body problems
- On Stability of Tensor Networks and Canonical Forms
- Susceptibility indicator for chiral topological orders emergent from correlated fermions
- Forestalled Phase Separation as the Precursor to Stripe Order
- The resource theory of tensor networks
- Numerical continuum tensor networks in two dimensions
- Disentanglement Approach to Quantum Spin Ground States: Field Theory and Stochastic Simulation
- Variational Neural and Tensor Network Approximations of Thermal States
- Efficient conversion from fermionic Gaussian states to matrix product states
- Loop update for infinite projected entangled-pair states in two spatial dimensions
- Two Dimensional Isometric Tensor Networks on an Infinite Strip
- Efficient optimization and conceptual barriers in variational finite Projected Entangled-Pair States
- Finite-size scaling on the torus with periodic projected entangled-pair states
- Long-range spin-orbital order in the spin-orbital SU(2)SU(2)U(1) model
- Scalable projected entangled-pair state representation of random quantum circuit states
- Diagonal Isometric Form for Tensor Network States in Two Dimensions
- Finite temperature dopant-induced spin reorganization explored via tensor networks in the two-dimensional - model
- Approximate Contraction of Arbitrary Tensor Networks with a Flexible and Efficient Density Matrix Algorithm
- Simulation of the Ring-exchange Models with Projected Entangled Pair States
- Simulating dynamics of the two-dimensional transverse-field Ising model: a comparative study of large-scale classical numerics
- The Hubbard model with fermionic tensor networks
- Single-layer framework of variational tensor network states
- Efficient 2D Tensor Network Simulation of Quantum Systems
- Tensor network states for the description of quantum many-body systems
- Topological crystals and soliton lattices in a Gross-Neveu model with Hilbert-space fragmentation
- Quantum Computation
- Probing universal imaginary-time relaxation critical dynamics with infinite projected entangled pair states
- Tensor Network Loop Cluster Expansions for Quantum Many-Body Problems
- Truncating loopy tensor networks by zero-mode gauge fixing