Tensor Networks for Lattice Gauge Theories beyond one dimension: a Roadmap
arXiv:2407.03058 · doi:10.1038/s42005-025-02125-x
Abstract
Tensor network methods are a class of numerical tools and algorithms to study many-body quantum systems in and out of equilibrium, based on tailored variational wave functions. They have found significant applications in simulating lattice gauge theories approaching relevant problems in high-energy physics. Compared to Monte Carlo methods, they do not suffer from the sign problem, allowing them to explore challenging regimes such as finite chemical potentials and real-time dynamics. Further development is required to tackle fundamental challenges, such as accessing continuum limits or computations of large-scale quantum chromodynamics. In this work, we review the state-of-the-art of Tensor Network methods and discuss a possible roadmap for algorithmic development and strategies to enhance their capabilities and extend their applicability to open high-energy problems. We provide tailored estimates of the theoretical and computational resource scaling for attacking large-scale lattice gauge theories.
14 pages, 6 figures
References in corpus (77)
- The density-matrix renormalization group in the age of matrix product states
- Matrix Product States, Projected Entangled Pair States, and variational renormalization group methods for quantum spin systems
- Matrix Product Density Operators: Simulation of finite-T and dissipative systems
- Matrix Product States and Projected Entangled Pair States: Concepts, Symmetries, and Theorems
- Area laws in quantum systems: mutual information and correlations
- Tensor renormalization group approach to 2D classical lattice models
- FLAG Review 2021
- Entropy scaling and simulability by Matrix Product States
- Cavity Quantum Materials
- A Trailhead for Quantum Simulation of SU(3) Yang-Mills Lattice Gauge Theory in the Local Multiplet Basis
- A Formulation of Lattice Gauge Theories for Quantum Simulations
- A Strictly Single-Site DMRG Algorithm with Subspace Expansion
- Finite-density lattice QCD and sign problem: current status and open problems
- Time Dependent Variational Principle with Ancillary Krylov Subspace
- Search for Efficient Formulations for Hamiltonian Simulation of non-Abelian Lattice Gauge Theories
- Tensor Network Algorithms: a Route Map
- Quantum Simulating Nature's Fundamental Fields
- Quantum dynamics of thermalizing systems
- Quantum simulation of the Schwinger model: A study of feasibility
- Density Induced Phase Transitions in the Schwinger Model: A Study with Matrix Product States
- Quantum Simulation of Lattice Gauge Theories in more than One Space Dimension -- Requirements, Challenges, Methods
- Lattice Gauge Tensor Networks
- Real-Space Parallel Density Matrix Renormalization Group
- Matrix product operators and states: NP-hardness and undecidability
- Lattice Quantum Electrodynamics in (3+1)-dimensions at finite density with Tensor Networks
- Tensor lattice field theory with applications to the renormalization group and quantum computing
- Removing Staggered Fermionic Matter in and Lattice Gauge Theories
- Provably accurate simulation of gauge theories and bosonic systems
- Entanglement generation in QED scattering processes
- A gauge redundancy-free formulation of compact QED with dynamical matter for quantum and classical computations
- Efficient Tensor Network ansatz for high-dimensional quantum many-body problems
- Fermion-qudit quantum processors for simulating lattice gauge theories with matter
- Quantum and classical spin network algorithms for -deformed Kogut-Susskind gauge theories
- High-Energy Collision of Quarks and Mesons in the Schwinger Model: From Tensor Networks to Circuit QED
- Charge-density-wave melting in the one-dimensional Holstein model
- Jet: Fast quantum circuit simulations with parallel task-based tensor-network contraction
- Loop-string-hadron formulation of an SU(3) gauge theory with dynamical quarks
- Review on Quantum Computing for Lattice Field Theory
- Density Matrix Renormalization Group with Tensor Processing Units
- Towards the continuum limit of a d quantum link Schwinger model
- Gauge invariant quantum circuits for and Yang-Mills lattice gauge theories
- Simulation of quantum many-body dynamics with Tensor Processing Units: Floquet prethermalization
- Investigating a (3+1)D Topological -Term in the Hamiltonian Formulation of Lattice Gauge Theories for Quantum and Classical Simulations
- Variational methods for contracting projected entangled-pair states
- Efficient and Flexible Approach to Simulate Low-Dimensional Quantum Lattice Models with Large Local Hilbert Spaces
- The area law and real-space renormalization
- Simulating (2+1)D SU(2) Yang-Mills Lattice Gauge Theory at finite density with tensor networks
- Controlled bond expansion for DMRG ground state search at single-site costs
- Strategies for the Determination of the Running Coupling of -dimensional QED with Quantum Computing
- Optimal steering of matrix product states and quantum many-body scars
- Computing the Mass Shift of Wilson and Staggered Fermions in the Lattice Schwinger Model with Matrix Product States
- Finding the ground state of a lattice gauge theory with fermionic tensor networks: a demonstration
- Comparative Study of State-of-the-Art Matrix-Product-State Methods for Lattice Models with Large Local Hilbert Spaces
- Hilbert curve vs Hilbert space: exploiting fractal 2D covering to increase tensor network efficiency
- Non-perturbative beta function in three-dimensional electrodynamics
- Real-time scattering in the lattice Schwinger model
- Dynamical quantum phase transitions of the Schwinger model: real-time dynamics on IBM Quantum
- Hamiltonians and gauge-invariant Hilbert space for lattice Yang-Mills-like theories with finite gauge group
- A Cold-Atom Particle Collider
- Exploring the CP-violating Dashen phase in the Schwinger model with tensor networks
- Lattice Gauge Theory for Condensed Matter Physics: Ferromagnetic Superconductivity as its Example
- Finite Projected Entangled Pair States for the Hubbard model
- Approximating the ground state of gapped quantum spin systems
- Entanglement of formation of mixed many-body quantum states via Tree Tensor Operators
- From Tree Tensor Network to Multiscale Entanglement Renormalization Ansatz
- Entanglement and confinement in lattice gauge theory tensor networks
- Quantum Many-Body Scarring in a Non-Abelian Lattice Gauge Theory
- Gauged Gaussian PEPS -- A High Dimensional Tensor Network Formulation for Lattice Gauge Theories
- Report of the Snowmass 2021 Topical Group on Lattice Gauge Theory
- Digital quantum simulation of lattice fermion theories with local encoding
- Discrete Abelian lattice gauge theories on a ladder and their dualities with quantum clock models
- Spectral properties of critical 1+1D Abelian-Higgs model
- Splitting the local Hilbert space: MPS-based approach to large local dimensions
- Hadrons in (1+1)D Hamiltonian hardcore lattice QCD
- Report of the Snowmass 2021 Theory Frontier Topical Group on Quantum Information Science
- High-Performance Out-of-core Block Randomized Singular Value Decomposition on GPU
- Hamiltonian truncation tensor networks for quantum field theories
Cited by in corpus (11)
- The phase diagram of quantum chromodynamics in one dimension on a quantum computer
- Entanglement Properties of SU(2) Gauge Theory
- Matching Lagrangian and Hamiltonian Simulations in (2+1)-dimensional U(1) Gauge Theory
- Renormalized dual basis for scalable simulations of 2+1D compact quantum electrodynamics
- Eigenstate Thermalization in 1+1-Dimensional SU(2) Lattice Gauge Theory Coupled with Dynamical Fermions
- Fermion Discretization Effects in the Two-Flavor Lattice Schwinger Model: A Study with Matrix Product States
- Quantum simulation of fermionic non-Abelian lattice gauge theories in D with built-in gauge protection
- Projected Entangled Pair States for Lattice Gauge Theories with Dynamical Fermions
- (2+1)D quantum electrodynamics at finite density on a quantum computer
- Stability of the symmetry-protected topological phase and Ising transitions in a disordered U(1) quantum link model on a ladder
- Mixed precision solvers with half-precision floating point numbers for Lattice QCD on A64FX processor