Tangent-space methods for uniform matrix product states
Laurens Vanderstraeten, Jutho Haegeman, Frank Verstraete
SciPost Phys. Lect. Notes 7 (2019) · published 15 January 2019
- doi: 10.21468/SciPostPhysLectNotes.7
- Submissions/Reports
Abstract
In these lecture notes we give a technical overview of tangent-space methods for matrix product states in the thermodynamic limit. We introduce the manifold of uniform matrix product states, show how to compute different types of observables, and discuss the concept of a tangent space. We explain how to variationally optimize ground-state approximations, implement real-time evolution and describe elementary excitations for a given model Hamiltonian. Also, we explain how matrix product states approximate fixed points of one-dimensional transfer matrices. We show how all these methods can be translated to the language of continuous matrix product states for one-dimensional field theories. We conclude with some extensions of the tangent-space formalism and with an outlook to new applications.
TY - JOUR
PB - SciPost Foundation
DO - 10.21468/SciPostPhysLectNotes.7
TI - Tangent-space methods for uniform matrix product states
PY - 2019/01/15
UR - https://scipost.org/SciPostPhysLectNotes.7
JF - SciPost Physics Lecture Notes
JA - SciPost Phys. Lect. Notes
SP - 7
A1 - Vanderstraeten, Laurens
AU - Haegeman, Jutho
AU - Verstraete, Frank
AB - In these lecture notes we give a technical overview of tangent-space methods for matrix product states in the thermodynamic limit. We introduce the manifold of uniform matrix product states, show how to compute different types of observables, and discuss the concept of a tangent space. We explain how to variationally optimize ground-state approximations, implement real-time evolution and describe elementary excitations for a given model Hamiltonian. Also, we explain how matrix product states approximate fixed points of one-dimensional transfer matrices. We show how all these methods can be translated to the language of continuous matrix product states for one-dimensional field theories. We conclude with some extensions of the tangent-space formalism and with an outlook to new applications.
ER -
@Article{10.21468/SciPostPhysLectNotes.7,
title={{Tangent-space methods for uniform matrix product states}},
author={Laurens Vanderstraeten and Jutho Haegeman and Frank Verstraete},
journal={SciPost Phys. Lect. Notes},
pages={7},
year={2019},
publisher={SciPost},
doi={10.21468/SciPostPhysLectNotes.7},
url={https://scipost.org/10.21468/SciPostPhysLectNotes.7},
}
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Tilloy, Relativistic continuous matrix product states for quantum fields without cutoff
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Frías-Pérez et al., Converting Long-Range Entanglement into Mixture: Tensor-Network Approach to Local Equilibration
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model
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Wu, Time-dependent variational principle for mixed matrix product states in the thermodynamic limit
Phys. Rev. B 102, 134306 (2020) [Crossref] -
Zhang et al., Two-dimensional excitation information by a matrix product state method on infinite helices
Phys. Rev. B 109, 075129 (2024) [Crossref] -
Lami et al., Quantum annealing for neural network optimization problems: A new approach via tensor network simulations
SciPost Phys. 14, 117 (2023) [Crossref] -
Vanhecke et al., Tangent-space methods for truncating uniform MPS
SciPost Phys. Core 4, 004 (2021) [Crossref] -
Zechmann et al., Dynamical spectral response of fractonic quantum matter
Phys. Rev. B 109, 125137 (2024) [Crossref] -
Carmen Bañuls et al., Review on novel methods for lattice gauge theories
Rep. Prog. Phys. 83, 024401 (2020) [Crossref] -
Song et al., Tensor network approach to the two-dimensional fully frustrated XY model and a chiral ordered phase
Phys. Rev. B 105, 134516 (2022) [Crossref] -
Hendry et al., Chebyshev expansion of spectral functions using restricted Boltzmann machines
Phys. Rev. B 104, 205130 (2021) [Crossref] -
Huang et al., Emergent symmetry and conserved current at a one-dimensional incarnation of deconfined quantum critical point
Phys. Rev. B 100, 125137 (2019) [Crossref] -
Zhang et al., Bang-bang preparation of quantum many-body ground states in two dimensions: Optimization of the algorithm with a two-dimensional tensor network
Phys. Rev. B 109, 235124 (2024) [Crossref] -
Halimeh et al., Dynamical phase transitions in quantum spin models with antiferromagnetic long-range interactions
Phys. Rev. B 104, 115133 (2021) [Crossref] -
Ljubotina et al., Tangent Space Generators of Matrix Product States and Exact Floquet Quantum Scars
PRX Quantum 5, 040311 (2024) [Crossref] -
Giudice et al., Rényi free energy and variational approximations to thermal states
Phys. Rev. B 103, 205128 (2021) [Crossref] -
Sancho-Lorente et al., Quantum kernels to learn the phases of quantum matter
Phys. Rev. A 105, 042432 (2022) [Crossref] -
Gleis et al., Projector formalism for kept and discarded spaces of matrix product states
Phys. Rev. B 106, 195138 (2022) [Crossref] -
Vanhecke et al., Scaling Hypothesis for Matrix Product States
Phys. Rev. Lett. 123, 250604 (2019) [Crossref] -
Freitag et al., Approximate Analytical Gradients and Nonadiabatic Couplings for the State-Average Density Matrix Renormalization Group Self-Consistent-Field Method
J. Chem. Theory Comput. 15, 6724 (2019) [Crossref] -
Song et al., Phase Coherence of Pairs of Cooper Pairs as Quasi-Long-Range Order of Half-Vortex Pairs in a Two-Dimensional Bilayer System
Phys. Rev. Lett. 128, 195301 (2022) [Crossref] -
Lerose et al., Scaling of temporal entanglement in proximity to integrability
Phys. Rev. B 104, 035137 (2021) [Crossref] -
Lerose et al., Influence Matrix Approach to Many-Body Floquet Dynamics
Phys. Rev. X 11, 021040 (2021) [Crossref] -
Song et al., Tensor network approach to the fully frustrated XY model on a kagome lattice with a fractional vortex-antivortex pairing transition
Phys. Rev. B 108, 014424 (2023) [Crossref] -
Vanderstraeten et al., Simulating excitation spectra with projected entangled-pair states
Phys. Rev. B 99, 165121 (2019) [Crossref] -
Li et al., Time-Dependent Variational Principle with Controlled Bond Expansion for Matrix Product States
Phys. Rev. Lett. 133, 026401 (2024) [Crossref] -
Dziarmaga et al., Coherent Many-Body Oscillations Induced by a Superposition of Broken Symmetry States in the Wake of a Quantum Phase Transition
Phys. Rev. Lett. 129, 260407 (2022) [Crossref] -
Dalzell et al., Locally accurate MPS approximations for ground states of one-dimensional gapped local Hamiltonians
Quantum 3, 187 187 (2019) [Crossref] -
Liu et al., Towards a variational Jordan–Lee–Preskill quantum algorithm
Mach. Learn.: Sci. Technol. 3, 045030 (2022) [Crossref] -
Rausch et al., Quantum spin spiral ground state of the ferrimagnetic sawtooth chain
SciPost Phys. 14, 052 (2023) [Crossref] -
Ren et al., Deformed symmetry structures and quantum many-body scar subspaces
Phys. Rev. Research 4, 013155 (2022) [Crossref] -
Yang et al., Contextuality in infinite one-dimensional translation-invariant local Hamiltonians
npj Quantum Inf 8, 89 (2022) [Crossref] -
Chen et al., Excitation spectrum of spin-1 Kitaev spin liquids
Phys. Rev. B 105, L060403 (2022) [Crossref] -
Paeckel et al., Time-evolution methods for matrix-product states
Annals of Physics 411, 167998 167998 (2019) [Crossref] -
Halimeh et al., Achieving the quantum field theory limit in far-from-equilibrium quantum link models
Quantum 6, 878 878 (2022) [Crossref] -
Xu et al., Complete characterization of non-Abelian topological phase transitions and detection of anyon splitting with projected entangled pair states
Phys. Rev. B 106, 205139 (2022) [Crossref] -
Xiao et al., Extracting off-diagonal order from diagonal basis measurements
Phys. Rev. Research 6, L022064 (2024) [Crossref] -
Bácsi et al., Vaporization Dynamics of a Dissipative Quantum Liquid
Phys. Rev. Lett. 125, 266803 (2020) [Crossref] -
Moudgalya et al., Large classes of quantum scarred Hamiltonians from matrix product states
Phys. Rev. B 102, 085120 (2020) [Crossref] -
Bao et al., Lattice model constructions for gapless domain walls between topological phases
Phys. Rev. Research 4, 023038 (2022) [Crossref] -
Ogino et al., Symmetry-protected topological phases and competing orders in a spin-
12
XXZ ladder with a four-spin interaction
Phys. Rev. B 104, 075135 (2021) [Crossref] -
Rams et al., Symmetry Breaking Bias and the Dynamics of a Quantum Phase Transition
Phys. Rev. Lett. 123, 130603 (2019) [Crossref] -
Huang et al., Emergent Conformal Boundaries from Finite-Entanglement Scaling in Matrix Product States
Phys. Rev. Lett. 132, 086503 (2024) [Crossref] -
Vanhecke et al., Scaling Hypothesis for Projected Entangled-Pair States
Phys. Rev. Lett. 129, 200601 (2022) [Crossref] -
Vanderstraeten et al., Variational methods for contracting projected entangled-pair states
Phys. Rev. B 105, 195140 (2022) [Crossref] -
Song et al., Two-stage melting of an intercomponent Potts long-range order in two dimensions
Phys. Rev. B 107, 165129 (2023) [Crossref] -
Wu et al., Two-dimensional isometric tensor networks on an infinite strip
Phys. Rev. B 107, 245118 (2023) [Crossref] -
Scheie et al., Proximate spin liquid and fractionalization in the triangular antiferromagnet KYbSe2
Nat. Phys. 20, 74 (2024) [Crossref] -
Larsson, A tensor network view of multilayer multiconfiguration time-dependent Hartree methods
Molecular Physics 122, e2306881 (2024) [Crossref] -
Chen et al., Chiral spin liquid in a
Z3
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Phys. Rev. B 109, 155161 (2024) [Crossref] -
Orús, Tensor networks for complex quantum systems
Nat Rev Phys 1, 538 (2019) [Crossref] -
Monthus, Explicit properties of the simplest inhomogeneous matrix-product-state including the Riemann metric of the MPS manifold
J. Stat. Mech. 2020, 023105 (2020) [Crossref] -
Mc Keever et al., Stable iPEPO Tensor-Network Algorithm for Dynamics of Two-Dimensional Open Quantum Lattice Models
Phys. Rev. X 11, 021035 (2021) [Crossref] -
Milsted et al., Collisions of False-Vacuum Bubble Walls in a Quantum Spin Chain
PRX Quantum 3, 020316 (2022) [Crossref] -
Link et al., Open Quantum System Dynamics from Infinite Tensor Network Contraction
Phys. Rev. Lett. 132, 200403 (2024) [Crossref] -
Weerda et al., Fractional quantum Hall states with variational projected entangled-pair states: A study of the bosonic Harper-Hofstadter model
Phys. Rev. B 109, L241117 (2024) [Crossref] -
Xie et al., Automatic differentiation of dominant eigensolver and its applications in quantum physics
Phys. Rev. B 101, 245139 (2020) [Crossref] -
Liu et al., Resolving geometric excitations of fractional quantum Hall states
Phys. Rev. B 110, 195137 (2024) [Crossref] -
Ran et al.,
964, 1 (2020) [Crossref] -
Yang et al., Detecting Emergent Continuous Symmetries at Quantum Criticality
Phys. Rev. Lett. 131, 036505 (2023) [Crossref] -
Wauthier et al., Planning with tensor networks based on active inference
Mach. Learn.: Sci. Technol. 5, 045012 (2024) [Crossref] -
Drescher et al., Dynamical signatures of symmetry-broken and liquid phases in an
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=
12
Heisenberg antiferromagnet on the triangular lattice
Phys. Rev. B 108, L220401 (2023) [Crossref] -
Guo et al., Infinite Grassmann time-evolving matrix product operator method in the steady state
Phys. Rev. B 110, 045106 (2024) [Crossref] -
Roose et al., Lattice regularisation and entanglement structure of the Gross-Neveu model
J. High Energ. Phys. 2021, 207 (2021) [Crossref] -
Colbois et al., Partial lifting of degeneracy in the
J1−J2−J3
Ising antiferromagnet on the kagome lattice
Phys. Rev. B 106, 174403 (2022) [Crossref] -
Baiardi et al., The density matrix renormalization group in chemistry and molecular physics: Recent developments and new challenges
152, 040903 (2020) [Crossref] -
Vanderstraeten et al., Spinon confinement and deconfinement in spin-1 chains
Phys. Rev. B 101, 115138 (2020) [Crossref] -
Fishman et al., The ITensor Software Library for Tensor Network Calculations
SciPost Phys. Codebases, 4 (2022) [Crossref] -
Endo et al., Variational Quantum Simulation of General Processes
Phys. Rev. Lett. 125, 010501 (2020) [Crossref] -
Lukin et al., Continuous matrix-product states in inhomogeneous systems with long-range interactions
Phys. Rev. B 106, 144206 (2022) [Crossref] -
Baktay et al., Quasi-Fermi liquid behavior in a one-dimensional system of interacting spinless fermions
Phys. Rev. B 108, 245134 (2023) [Crossref] -
Van Damme et al., Real-time scattering of interacting quasiparticles in quantum spin chains
Phys. Rev. Research 3, 013078 (2021) [Crossref] -
Sherman et al., Spectral function of the
J1−J2
Heisenberg model on the triangular lattice
Phys. Rev. B 107, 165146 (2023) [Crossref] -
Ogino et al., Continuous phase transition between Néel and valence bond solid phases in a
J−Q
-like spin ladder system
Phys. Rev. B 103, 085117 (2021) [Crossref] -
Van Damme et al., Reliability of lattice gauge theories in the thermodynamic limit
Phys. Rev. B 107, 035153 (2023) [Crossref] -
Vardian, Entanglement renormalization of the class of continuous matrix product states
Phys. Rev. D 108, 094029 (2023) [Crossref] -
Liu et al., Ultrafast Excited-State Energy Transfer in Phenylene Ethynylene Dendrimer: Quantum Dynamics with the Tensor Network Method
J. Phys. Chem. A 128, 6337 (2024) [Crossref] -
Xu et al., Tensor Network Approach to Phase Transitions of a Non-Abelian Topological Phase
Phys. Rev. Lett. 124, 130603 (2020) [Crossref] -
Vanhecke et al., Symmetric cluster expansions with tensor networks
Phys. Rev. A 103, L020402 (2021) [Crossref] -
Lukin et al., Spectral gaps of two- and three-dimensional many-body quantum systems in the thermodynamic limit
Phys. Rev. Research 6, 023128 (2024) [Crossref] -
Tu et al., Generating Function for Projected Entangled-Pair States
PRX Quantum 5, 010335 (2024) [Crossref] -
Papić,
, 341 (2022) [Crossref] -
Kiely et al., Superfluidity in the one-dimensional Bose-Hubbard model
Phys. Rev. B 105, 134502 (2022) [Crossref] -
Van Damme et al., Dynamical quantum phase transitions in spin-
S U(1)
quantum link models
Phys. Rev. B 106, 245110 (2022) [Crossref] -
Sinha et al., Efficient representation of minimally entangled typical thermal states in two dimensions via projected entangled pair states
Phys. Rev. B 109, 045136 (2024) [Crossref] -
Koczor et al., Quantum natural gradient generalized to noisy and nonunitary circuits
Phys. Rev. A 106, 062416 (2022) [Crossref] -
Van Damme et al., Efficient higher-order matrix product operators for time evolution
SciPost Phys. 17, 135 (2024) [Crossref] -
Cao et al., Dynamical correlation functions from complex time evolution
Phys. Rev. B 109, 235110 (2024) [Crossref] -
Yang et al., Symmetry-protected topological phases in spinful bosons with a flat band
Phys. Rev. Research 3, 023210 (2021) [Crossref] -
Tindall et al., Gauging tensor networks with belief propagation
SciPost Phys. 15, 222 (2023) [Crossref] -
Van Damme et al., Efficient matrix product state methods for extracting spectral information on rings and cylinders
Phys. Rev. B 104, 115142 (2021) [Crossref] -
Zhang et al., Non-Hermitian effects of the intrinsic signs in topologically ordered wavefunctions
Commun Phys 3, 209 (2020) [Crossref] -
Xu et al., Characterization of topological phase transitions from a non-Abelian topological state and its Galois conjugate through condensation and confinement order parameters
Phys. Rev. B 104, 155119 (2021) [Crossref] -
Soldini et al., Charge-
4e
superconductivity in a Hubbard model
Phys. Rev. B 109, 214509 (2024) [Crossref] -
Zhang et al., Differentiable programming tensor networks for Kitaev magnets
Phys. Rev. B 108, 085103 (2023) [Crossref] -
Rieser et al., Tensor networks for quantum machine learning
Proc. R. Soc. A. 479, 20230218 (2023) [Crossref] -
Gleis et al., Controlled Bond Expansion for Density Matrix Renormalization Group Ground State Search at Single-Site Costs
Phys. Rev. Lett. 130, 246402 (2023) [Crossref] -
Song et al., General tensor network theory for frustrated classical spin models in two dimensions
Phys. Rev. B 108, 224404 (2023) [Crossref] -
Nicholson et al., Quantifying Rare Events in Stochastic Reaction-Diffusion Dynamics Using Tensor Networks
Phys. Rev. X 13, 041006 (2023) [Crossref] -
Song et al., Hybrid Berezinskii-Kosterlitz-Thouless and Ising topological phase transition in the generalized two-dimensional XY model using tensor networks
Phys. Rev. B 103, 024518 (2021) [Crossref] -
Lihm et al., Gaussian time-dependent variational principle for the finite-temperature anharmonic lattice dynamics
Phys. Rev. Research 3, L032017 (2021) [Crossref] -
Nietner et al., Efficient variational contraction of two-dimensional tensor networks with a non-trivial unit cell
Quantum 4, 328 328 (2020) [Crossref] -
Lami et al., Matrix product states with backflow correlations
Phys. Rev. B 106, L081111 (2022) [Crossref] -
Guo et al., Triggering boundary phase transitions through bulk measurements in two-dimensional cluster states
Phys. Rev. Research 5, 043069 (2023) [Crossref] -
Tu et al., Generating function for tensor network diagrammatic summation
Phys. Rev. B 103, 205155 (2021) [Crossref] -
Rigobello et al., Entanglement generation in(1+1)DQED scattering processes
Phys. Rev. D 104, 114501 (2021) [Crossref] -
Vanderstraeten et al., Approaching the Kosterlitz-Thouless transition for the classical
XY
model with tensor networks
Phys. Rev. E 100, 062136 (2019) [Crossref] -
Tilloy, Variational method in relativistic quantum field theory without cutoff
Phys. Rev. D 104, L091904 (2021) [Crossref] -
Arranz Regidor et al., Modeling quantum light-matter interactions in waveguide QED with retardation, nonlinear interactions, and a time-delayed feedback: Matrix product states versus a space-discretized waveguide model
Phys. Rev. Research 3, 023030 (2021) [Crossref] -
Parker et al., Local matrix product operators: Canonical form, compression, and control theory
Phys. Rev. B 102, 035147 (2020) [Crossref] -
Eberharter et al., Extracting the Speed of Light from Matrix Product States
Phys. Rev. Lett. 131, 226502 (2023) [Crossref] -
Burgelman et al., Contrasting pseudocriticality in the classical two-dimensional Heisenberg and
RP2
models: Zero-temperature phase transition versus finite-temperature crossover
Phys. Rev. E 107, 014117 (2023) [Crossref] -
Moca et al., Simulating Lindbladian evolution with non-Abelian symmetries: Ballistic front propagation in the SU(2) Hubbard model with a localized loss
Phys. Rev. B 105, 195144 (2022) [Crossref] -
Devos et al., Haldane gap in the SU(3) [3 0 0] Heisenberg chain
Phys. Rev. B 106, 155103 (2022) [Crossref] -
Belyansky et al., High-Energy Collision of Quarks and Mesons in the Schwinger Model: From Tensor Networks to Circuit QED
Phys. Rev. Lett. 132, 091903 (2024) [Crossref] -
Patil et al., Protecting Hilbert space fragmentation through quantum Zeno dynamics
Phys. Rev. B 108, 195109 (2023) [Crossref] -
Villa et al., Local quench spectroscopy of many-body quantum systems
Phys. Rev. A 102, 033337 (2020) [Crossref] -
Van Damme et al., Anatomy of dynamical quantum phase transitions
Phys. Rev. Research 5, 033090 (2023) [Crossref] -
Halimeh et al., Quasiparticle origin of dynamical quantum phase transitions
Phys. Rev. Research 2, 033111 (2020) [Crossref] -
Hasik et al., Simulating Chiral Spin Liquids with Projected Entangled-Pair States
Phys. Rev. Lett. 129, 177201 (2022) [Crossref] -
Morita et al., Ashkin-Teller phase transition and multicritical behavior in a classical monomer-dimer model
Phys. Rev. Research 5, 043061 (2023) [Crossref] -
Vanhecke et al., Simulating thermal density operators with cluster expansions and tensor networks
SciPost Phys. 14, 085 (2023) [Crossref]
Authors / Affiliations: mappings to Contributors and Organizations
See all Organizations.- Austrian Science Fund (FWF) (through Organization: Fonds zur Förderung der wissenschaftlichen Forschung / FWF Austrian Science Fund [FWF])
- European Research Council [ERC]
- Fonds Wetenschappelijk Onderzoek (FWO) (through Organization: Fonds voor Wetenschappelijk Onderzoek - Vlaanderen / Research Foundation - Flanders [FWO])