Simple Mitigation of Global Depolarizing Errors in Quantum Simulations
arXiv:2101.01690 · doi:10.1103/PhysRevE.104.035309
Abstract
To get the best possible results from current quantum devices error mitigation is essential. In this work we present a simple but effective error mitigation technique based on the assumption that noise in a deep quantum circuit is well described by global depolarizing error channels. By measuring the errors directly on the device, we use an error model ansatz to infer error-free results from noisy data. We highlight the effectiveness of our mitigation via two examples of recent interest in quantum many-body physics: entanglement measurements and real time dynamics of confinement in quantum spin chains. Our technique enables us to get quantitative results from the IBM quantum computers showing signatures of confinement, i.e. we are able to extract the meson masses of the confined excitations which were previously out of reach. Additionally, we show the applicability of this mitigation protocol in a wider setting with numerical simulations of more general tasks using a realistic error model. Our protocol is device-independent, simply implementable and leads to large improvements in results if the global errors are well described by depolarization.
arXiv comment7 + 3 pages, 5 figures
References in corpus (55)
- Quantum Computing in the NISQ era and beyond
- Supplementary information for "Quantum supremacy using a programmable superconducting processor"
- Mixed State Entanglement and Quantum Error Correction
- Hardware-efficient Variational Quantum Eigensolver for Small Molecules and Quantum Magnets
- Purification of Noisy Entanglement and Faithful Teleportation via Noisy Channels
- Error mitigation for short-depth quantum circuits
- Characterizing Quantum Supremacy in Near-Term Devices
- Randomized Benchmarking of Quantum Gates
- Quantum many-body scars
- Extending the computational reach of a noisy superconducting quantum processor
- Efficient variational quantum simulator incorporating active error minimisation
- Probing entanglement entropy via randomized measurements
- Practical Quantum Error Mitigation for Near-Future Applications
- Hybrid Quantum-Classical Hierarchy for Mitigation of Decoherence and Determination of Excited States
- Fractons
- Robust determination of molecular spectra on a quantum processor
- Ergodicity-breaking arising from Hilbert space fragmentation in dipole-conserving Hamiltonians
- Evolution of entanglement entropy following a quantum quench: Analytic results for the XY chain in a transverse magnetic field
- Cloud Quantum Computing of an Atomic Nucleus
- Mitigating measurement errors in multi-qubit experiments
- Real time confinement following a quantum quench to a non-integrable model
- Periodic orbits, entanglement and quantum many-body scars in constrained models: matrix product state approach
- Exact Excited States of Non-Integrable Models
- Simulating quantum many-body dynamics on a current digital quantum computer
- Symmetrised Characterisation of Noisy Quantum Processes
- Rényi Entropies from Random Quenches in Atomic Hubbard and Spin Models
- Efficient and Noise Resilient Measurements for Quantum Chemistry on Near-Term Quantum Computers
- Error-mitigated digital quantum simulation
- Low-cost error mitigation by symmetry verification
- Mitigation of readout noise in near-term quantum devices by classical post-processing based on detector tomography
- Unified structure for exact towers of scar states in the AKLT and other models
- Onsager's Scars in Disordered Spin Chains
- Nonthermal states arising from confinement in one and two dimensions
- Confined Quasiparticle Dynamics in Long-Range Interacting Quantum Spin Chains
- Resource Efficient Zero Noise Extrapolation with Identity Insertions
- Cross-Platform Verification of Intermediate Scale Quantum Devices
- The power of random measurements: measuring Tr(ρ^n) on single copies of ρ
- Observation of Domain Wall Confinement and Dynamics in a Quantum Simulator
- Detector Tomography on IBM 5-qubit Quantum Computers and Mitigation of Imperfect Measurement
- Error Mitigation by Symmetry Verification on a Variational Quantum Eigensolver
- Exact Ising model simulation on a quantum computer
- Decoding quantum errors with subspace expansions
- Unitary -designs via random quenches in atomic Hubbard and Spin models: Application to the measurement of Rényi entropies
- Unified approach to data-driven quantum error mitigation
- Faster Digital Quantum Simulation by Symmetry Protection
- Multi-exponential Error Extrapolation and Combining Error Mitigation Techniques for NISQ Applications
- Confinement and Entanglement Dynamics on a Digital Quantum Computer
- Quantum simulation of scattering in the quantum Ising model
- Scattering of mesons in quantum simulators
- Recovering noise-free quantum observables
- Quantum computation of magnon spectra
- Algorithmic simulation of far-from-equilibrium dynamics using quantum computer
- Fractons from confinement in one dimension
- Simulating quench dynamics on a digital quantum computer with data-driven error mitigation
- General error mitigation for quantum circuits
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- Unifying and benchmarking state-of-the-art quantum error mitigation techniques
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- Visualizing Dynamics of Charges and Strings in (2+1)D Lattice Gauge Theories
- Comparative study of adaptive variational quantum eigensolvers for multi-orbital impurity models
- Joint measurability in nonequilibrium quantum thermodynamics
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- Leveraging Randomized Compiling for the QITE Algorithm
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- Modeling the unphysical pseudomode model with physical ensembles: simulation, mitigation, and restructuring of non-Markovian quantum noise
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- Digital simulation of zero-temperature spontaneous symmetry breaking in a superconducting lattice processor
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- Improving the efficiency of learning-based error mitigation
- Experimental demonstration of optimal measurement for unambiguously discriminating asymmetric qudit states
- Variational Quantum Gate Optimization at the Pulse Level
- Optimal compression of constrained quantum time evolution
- Experimental error mitigation using linear rescaling for variational quantum eigensolving with up to 20 qubits
- A recipe for local simulation of strongly-correlated fermionic matter on quantum computers: the 2D Fermi-Hubbard model
- Density matrix representation of hybrid tensor networks for noisy quantum devices
- Extracting the spin excitation spectrum of a fermionic system using a quantum processor
- Modelling for Quantum Error Mitigation
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- Noise-resilient and resource-efficient hybrid algorithm for robust quantum gap estimation
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- Feed-Forward Probabilistic Error Cancellation with Noisy Recovery Gates