The randomized measurement toolbox
arXiv:2203.11374 · doi:10.1038/s42254-022-00535-2
Abstract
Increasingly sophisticated programmable quantum simulators and quantum computers are opening unprecedented opportunities for exploring and exploiting the properties of highly entangled complex quantum systems. The complexity of large quantum systems is the source of their power, but also makes them difficult to control precisely or characterize accurately using measured classical data. We review recently developed protocols for probing the properties of complex many-qubit systems using measurement schemes that are practical using today's quantum platforms. In all these protocols, a quantum state is repeatedly prepared and measured in a randomly chosen basis; then a classical computer processes the measurement outcomes to estimate the desired property. The randomization of the measurement procedure has distinct advantages; for example, a single data set can be employed multiple times to pursue a variety of applications, and imperfections in the measurements are mapped to a simplified noise model that can more easily be mitigated. We discuss a range of use cases that have already been realized in quantum devices, including Hamiltonian simulation tasks, probes of quantum chaos, measurements of nonlocal order parameters, and comparison of quantum states produced in distantly separated laboratories. By providing a workable method for translating a complex quantum state into a succinct classical representation that preserves a rich variety of relevant physical properties, the randomized measurement toolbox strengthens our ability to grasp and control the quantum world.
References in corpus (109)
- Quantum Computing in the NISQ era and beyond
- Supplementary information for "Quantum supremacy using a programmable superconducting processor"
- A variational eigenvalue solver on a quantum processor
- Variational Quantum Algorithms
- Hardware-efficient Variational Quantum Eigensolver for Small Molecules and Quantum Magnets
- Area laws for the entanglement entropy - a review
- Supervised learning with quantum enhanced feature spaces
- Topological entanglement entropy
- Barren plateaus in quantum neural network training landscapes
- Detecting topological order in a ground state wave function
- Quantum machine learning in feature Hilbert spaces
- Entanglement entropy and conformal field theory
- Superconducting Qubits: Current State of Play
- Characterizing Quantum Supremacy in Near-Term Devices
- Predicting Many Properties of a Quantum System from Very Few Measurements
- Strong quantum computational advantage using a superconducting quantum processor
- Many-Body Physics with Individually-Controlled Rydberg Atoms
- Symmetric Informationally Complete Quantum Measurements
- Programmable Quantum Simulations of Spin Systems with Trapped Ions
- Many-body quantum state tomography with neural networks
- Power of data in quantum machine learning
- Efficient quantum state tomography
- Exact and Approximate Unitary 2-Designs: Constructions and Applications
- Photonic quantum information processing: a concise review
- Probing entanglement entropy via randomized measurements
- Self-Verifying Variational Quantum Simulation of the Lattice Schwinger Model
- Quantum Simulators: Architectures and Opportunities
- Direct Fidelity Estimation from Few Pauli Measurements
- Tools for quantum simulation with ultracold atoms in optical lattices
- Prospects for Spin-Based Quantum Computing
- Demonstration of qubit operations below a rigorous fault tolerance threshold with gate set tomography
- Implementation of a Toffoli Gate with Superconducting Circuits
- A universal qudit quantum processor with trapped ions
- Quantum Tomography via Compressed Sensing: Error Bounds, Sample Complexity, and Efficient Estimators
- Evenly distributed unitaries: on the structure of unitary designs
- Quantum simulation and computing with Rydberg-interacting qubits
- Detection of Symmetry Protected Topological Phases in 1D
- Mixed-state entanglement from local randomized measurements
- Practical characterization of quantum devices without tomography
- Self-Consistent Quantum Process Tomography
- Stabilizer Rényi entropy
- Quantum Supremacy and the Complexity of Random Circuit Sampling
- Rényi Entropies from Random Quenches in Atomic Hubbard and Spin Models
- Tight informationally complete quantum measurements
- Precision tomography of a three-qubit donor quantum processor in silicon
- Quantum Computer Systems for Scientific Discovery
- Efficient tomography of a quantum many-body system
- Topological Entanglement Renyi Entropy and Reduced Density Matrix Structure
- Provably efficient machine learning for quantum many-body problems
- Efficient learning of quantum noise
- Gate Set Tomography
- Symmetry-resolved entanglement detection using partial transpose moments
- Efficient estimation of Pauli observables by derandomization
- Quantum information scrambling in a trapped-ion quantum simulator with tunable range interactions
- Model-free readout-error mitigation for quantum expectation values
- Statistical correlations between locally randomized measurements: a toolbox for probing entanglement in many-body quantum states
- Learning a local Hamiltonian from local measurements
- Cross-Platform Verification of Intermediate Scale Quantum Devices
- Fermionic partial tomography via classical shadows
- The power of random measurements: measuring Tr(ρ^n) on single copies of ρ
- Robust shadow estimation
- Determining a local Hamiltonian from a single eigenstate
- Quantum Overlapping Tomography
- Theory of quantum system certification: a tutorial
- Entanglement Hamiltonian Tomography in Quantum Simulation
- Sample-efficient learning of quantum many-body systems
- Measuring magic on a quantum processor
- Dynamics of quantum information
- Classical Shadows With Noise
- Unitary -designs via random quenches in atomic Hubbard and Spin models: Application to the measurement of Rényi entropies
- Emergent quantum state designs from individual many-body wavefunctions
- Single-copies estimation of entanglement negativity
- Learning to Measure: Adaptive Informationally Complete Generalized Measurements for Quantum Algorithms
- Symmetry-resolved dynamical purification in synthetic quantum matter
- Experimental Estimation of Quantum State Properties from Classical Shadows
- Many-body topological invariants from randomized measurements
- Theoretical and Experimental Perspectives of Quantum Verification
- Quantum Fisher information from randomized measurements
- Experimental single-setting quantum state tomography
- Efficient and feasible state tomography of quantum many-body systems
- Probing many-body quantum chaos with quantum simulators
- Optimal Entanglement Certification from Moments of the Partial Transpose
- Confinement and Entanglement Dynamics on a Digital Quantum Computer
- Hamiltonian Tomography via Quantum Quench
- How to efficiently select an arbitrary Clifford group element
- Characterizing multipartite entanglement with moments of random correlations
- Experimental quantum state measurement with classical shadows
- Many-body Chern number from statistical correlations of randomized measurements
- Noiseless Quantum Circuits for the Peres Separability Criterion
- Quantum entanglement from random measurements
- Optimising shadow tomography with generalised measurements
- Precision-guaranteed quantum tomography
- Learning the dynamics of open quantum systems from their steady states
- Quantum scrambling with classical shadows
- Bound entanglement from randomized measurements
- Multipartite Entanglement Analysis From Random Correlations
- Correlations between outcomes of random measurements
- Lindblad Tomography of a Superconducting Quantum Processor
- Detecting entanglement in quantum many-body systems via permutation moments
- Ancilla-free implementation of generalized measurements for qubits embedded in a qudit space
- Importance sampling of randomized measurements for probing entanglement
- Decision Diagrams for Quantum Measurements with Shallow Circuits
- Quantum expectation-value estimation by computational basis sampling
- Entanglement characterization using quantum designs
- Fast Bayesian tomography of a two-qubit gate set in silicon
- Statistically significant tests of multiparticle quantum correlations based on randomized measurements
- Entanglement estimation in tensor network states via sampling
- A Moment for Random Measurements
- Detecting scrambling via statistical correlations between randomized measurements on an NMR quantum simulator
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- Estimating gate-set properties from random sequences
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- Classically estimating observables of noiseless quantum circuits
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- A randomized measurement toolbox for an interacting Rydberg-atom quantum simulator
- Quantum Convolutional Neural Networks are Effectively Classically Simulable
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- Machine learning on quantum experimental data toward solving quantum many-body problems
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- Dual frame optimization for informationally complete quantum measurements
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- Atomic Quantum Technologies for Quantum Matter and Fundamental Physics Applications
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- Quantum State Tomography for Matrix Product Density Operators
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- Quantum Computing Universal Thermalization Dynamics in a (2+1)D Lattice Gauge Theory
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- Many-body entropies and entanglement from polynomially-many local measurements
- Quantum Algorithms for Inverse Participation Ratio Estimation in multi-qubit and multi-qudit systems
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- Unified multivariate trace estimation and quantum error mitigation
- Certifying Quantum Temporal Correlation via Randomized Measurements: Theory and Experiment
- Empirical Sample Complexity of Neural Network Mixed State Reconstruction
- On Classical and Hybrid Shadows of Quantum States
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- The Coming Decades of Quantum Simulation
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- Fermionic Magic Resources of Quantum Many-Body Systems
- Accelerating quantum imaginary-time evolution with random measurements
- Quantum reservoir computing on random regular graphs
- Correlation constraints and the Bloch geometry of two qubits
- Quantum reservoir computing for photonic entanglement witnessing
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- Halving the Cost of Quantum Algorithms with Randomization
- Efficient Learning for Linear Properties of Bounded-Gate Quantum Circuits
- In the shadow of the Hadamard test: Using the garbage state for good and further modifications
- Holographic deep thermalization for secure and efficient quantum random state generation
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- Random Natural Gradient
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- Context Aware Fidelity Estimation
- Learning Properties of Quantum States Without the I.I.D. Assumption
- Observable-projected ensembles
- Measuring full counting statistics in a trapped-ion quantum simulator
- Efficient quantum-enhanced classical simulation for patches of quantum landscapes
- Observing Schrödinger's Cat with Artificial Intelligence: Emergent Classicality from Information Bottleneck
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- Practical techniques for high-precision measurements on near-term quantum hardware and applications in molecular energy estimation
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