Sampling from the thermal quantum Gibbs state and evaluating partition functions with a quantum computer
arXiv:0905.2199 · doi:10.1103/PhysRevLett.103.220502
Abstract
We present a quantum algorithm to prepare the thermal Gibbs state of interacting quantum systems. This algorithm sets a universal upper bound D^alpha on the thermalization time of a quantum system, where D is the system's Hilbert space dimension and alpha < 1/2 is proportional to the Helmholtz free energy density of the system. We also derive an algorithm to evaluate the partition function of a quantum system in a time proportional to the system's thermalization time and inversely proportional to the targeted accuracy squared.
References in corpus (1)
Cited by in corpus (129)
- Quantum algorithms for quantum chemistry and quantum materials science
- Quantum singular value transformation and beyond: exponential improvements for quantum matrix arithmetics
- Quantum machine learning: a classical perspective
- Simulating chemistry using quantum computers
- Quantum speedup of Monte Carlo methods
- Quantum Metropolis Sampling
- From transistor to trapped-ion computers for quantum chemistry
- Observation of Lee-Yang zeros
- Thermalization in Nature and on a Quantum Computer
- Heisenberg-limited ground state energy estimation for early fault-tolerant quantum computers
- Challenges and Opportunities in Quantum Optimization
- Tomography and Generative Data Modeling via Quantum Boltzmann Training
- A Quantum-Quantum Metropolis Algorithm
- Ground state preparation and energy estimation on early fault-tolerant quantum computers via quantum eigenvalue transformation of unitary matrices
- Variational Thermal Quantum Simulation via Thermofield Double States
- Using Quantum Computers for Quantum Simulation
- Quantum Computation of Finite-Temperature Static and Dynamical Properties of Spin Systems Using Quantum Imaginary Time Evolution
- Algorithms for quantum simulation at finite energies
- Optimal polynomial based quantum eigenstate filtering with application to solving quantum linear systems
- Simultaneous Perturbation Stochastic Approximation of the Quantum Fisher Information
- Variational Quantum Boltzmann Machines
- Fast inversion, preconditioned quantum linear system solvers, and fast evaluation of matrix functions
- Even shorter quantum circuit for phase estimation on early fault-tolerant quantum computers with applications to ground-state energy estimation
- Quantum-centric Supercomputing for Materials Science: A Perspective on Challenges and Future Directions
- Quantum SDP-Solvers: Better upper and lower bounds
- Clustering of conditional mutual information for quantum Gibbs states above a threshold temperature
- Quantum algorithm for calculating molecular vibronic spectra
- Demon-like Algorithmic Quantum Cooling and its Realization with Quantum Optics
- Preparing thermal states of quantum systems by dimension reduction
- Universal simulation of Markovian open quantum systems
- Improved thermal area law and quasi-linear time algorithm for quantum Gibbs states
- Solovay-Kitaev Decomposition Strategy for Single-Qubit Channels
- Experimental verification of fluctuation relations with a quantum computer
- Toward Quantum Computing Phase Diagrams of Gauge Theories with Thermal Pure Quantum States
- Near- and long-term quantum algorithmic approaches for vibrational spectroscopy
- Introduction to Quantum Algorithms for Physics and Chemistry
- Optimizing Quantum Circuits for Arithmetic
- Initial state preparation for quantum chemistry on quantum computers
- Thermal State Preparation via Rounding Promises
- Quantum simulation of partial differential equations via Schrodingerisation
- On low-depth algorithms for quantum phase estimation
- Machine learning \& artificial intelligence in the quantum domain
- Simultaneous estimation of multiple eigenvalues with short-depth quantum circuit on early fault-tolerant quantum computers
- Classical algorithms, correlation decay, and complex zeros of partition functions of quantum many-body systems
- Quantum Simulation of Chiral Phase Transitions
- On the complexity of quantum partition functions
- Artificial quantum thermal bath: Engineering temperature for a many-body quantum system
- Quantum many-body systems in thermal equilibrium
- Accelerated quantum Monte Carlo with mitigated error on noisy quantum computer
- A method to efficiently simulate the thermodynamical properties of the Fermi-Hubbard model on a quantum computer
- Faster quantum and classical SDP approximations for quadratic binary optimization
- Quantum circuit design for accurate simulation of qudit channels
- Hardware-efficient quantum algorithm for the simulation of open-system dynamics and thermalisation
- Quantum algorithms from fluctuation theorems: Thermal-state preparation
- Quantum Enhanced Inference in Markov Logic Networks
- On the Sample Complexity of Quantum Boltzmann Machine Learning
- Probing finite-temperature observables in quantum simulators of spin systems with short-time dynamics
- Computing partition functions in the one clean qubit model
- Variational Gibbs State Preparation on NISQ devices
- Generalized Grover's algorithm for multiple phase inversion states
- Fragmented imaginary-time evolution for early-stage quantum signal processors
- Continuous-variable assisted thermal quantum simulation
- Adaptive variational quantum minimally entangled typical thermal states for finite temperature simulations
- Szegedy Walk Unitaries for Quantum Maps
- Quantum Speed-ups for Semidefinite Programming
- Minimal Effective Gibbs Ansatz (MEGA): A simple protocol for extracting an accurate thermal representation for quantum simulation
- Quantum computation of thermal averages in the presence of a sign problem
- Observation of a finite-energy phase transition in a one-dimensional quantum simulator
- A variational quantum algorithm for Hamiltonian diagonalization
- Quantum spectral clustering algorithm for unsupervised learning
- Variational quantum Gibbs state preparation with a truncated Taylor series
- Quantum differential equation solvers: limitations and fast-forwarding
- Variational Approach to Quantum State Tomography based on Maximal Entropy Formalism
- Double-bracket quantum algorithms for diagonalization
- Optimal quantum algorithm for Gibbs state preparation
- On exploring the potential of quantum auto-encoder for learning quantum systems
- Thermal variational quantum simulation on a superconducting quantum processor
- Quantum Algorithms for Inverse Participation Ratio Estimation in multi-qubit and multi-qudit systems
- Density functionals and Kohn-Sham potentials with minimal wavefunction preparations on a quantum computer
- Dissipative variational quantum algorithms for Gibbs state preparation
- Quantum many-body Jarzynski equality and dissipative noise on a digital quantum computer
- Calculating the many-body density of states on a digital quantum computer
- Deep reinforcement learning for preparation of thermal and prethermal quantum states
- A QUBO model of the RNA folding problem optimized by variational hybrid quantum annealing
- Robust Extraction of Thermal Observables from State Sampling and Real-Time Dynamics on Quantum Computers
- Quantum algorithm for linear non-unitary dynamics with near-optimal dependence on all parameters
- Hamiltonian learning from time dynamics using variational algorithms
- Fast and robust quantum state tomography from few basis measurements
- Double-bracket quantum algorithms for quantum imaginary-time evolution
- Mixing Time of Open Quantum Systems via Hypocoercivity
- Exponential learning advantages with conjugate states and minimal quantum memory
- Solving Quantum Statistical Mechanics with Variational Autoregressive Networks and Quantum Circuits
- Efficient ground-state energy estimation and certification on early fault-tolerant quantum computers
- Alleviating the quantum Big- problem
- Estimating molecular thermal averages with the quantum equation of motion and informationally complete measurements
- Randomized semi-quantum matrix processing
- Calculation of Gibbs partition function with imaginary time evolution on near-term quantum computers
- Clustering of conditional mutual information and quantum Markov structure at arbitrary temperatures
- Quantum algorithms for conformal bootstrap
- Kernel-Function Based Quantum Algorithms for Finite Temperature Quantum Simulation
- Quantum algorithm for exact Monte Carlo sampling
- Lindblad engineering for quantum Gibbs state preparation under the eigenstate thermalization hypothesis
- Quantum-assisted variational Monte Carlo
- Perfect Sampling for Quantum Gibbs States
- Use of Quantum Sampling to Calculate Mean Values of Observables and Partition Function of a Quantum System
- Hardware-efficient quantum phase estimation via local control
- Quantum Local Differential Privacy and Quantum Statistical Query Model
- Generation of Thermofield Double States and Critical Ground States with a Quantum Computer
- Nonlinear Spectroscopy via Generalized Quantum Phase Estimation
- Quantum many-body simulation of finite-temperature systems with sampling a series expansion of a quantum imaginary-time evolution
- Scalable Quantum Computational Science: A Perspective from Block-Encodings and Polynomial Transformations
- Quantum Lower Bounds by Sample-to-Query Lifting
- Quantum Generative Training Using Rényi Divergences
- Provably Efficient Simulation of 1D Long-Range Interacting Systems at Any Temperature
- Towards Practical Quantum Phase Estimation: A Modular, Scalable, and Adaptive Approach
- High-temperature partition functions and classical simulatability of long-range quantum systems
- Gibbs state sampling via cluster expansions
- Quantum Annealing Algorithms for Estimating Ising Partition Functions
- Variational Quantum Algorithms for Gibbs State Preparation
- Quantum Machine Learning For Classical Data
- Quantum Chebyshev's Inequality and Applications
- On Sampling and Inference using Quantum Algorithms
- Strictly incoherent operations for one-qubit systems
- Probabilistic imaginary-time evolution by using forward and backward real-time evolution with a single ancilla: first-quantized eigensolver of quantum chemistry for ground states
- Efficient and simple Gibbs state preparation of the 2D toric code via duality to classical Ising chains
- Robust phase estimation of the ground-state energy without controlled time evolution on a quantum device
- Variational quantum simulation of the quantum critical regime
- A digital quantum simulator in the presence of a bath
- Measurement-based cooling of many-body quantum systems