Demonstration of non-Markovian process characterisation and control on a quantum processor
arXiv:2004.14018 · doi:10.1038/s41467-020-20113-3
Abstract
In the scale-up of quantum computers, the framework underpinning fault-tolerance generally relies on the strong assumption that environmental noise affecting qubit logic is uncorrelated (Markovian). However, as physical devices progress well into the complex multi-qubit regime, attention is turning to understanding the appearance and mitigation of correlated -- or non-Markovian -- noise, which poses a serious challenge to the progression of quantum technology. This error type has previously remained elusive to characterisation techniques. Here, we develop a framework for characterising non-Markovian dynamics in quantum systems and experimentally test it on multi-qubit superconducting quantum devices. Where noisy processes cannot be accounted for using standard Markovian techniques, our reconstruction predicts the behaviour of the devices with an infidelity of . Our results show this characterisation technique leads to superior quantum control and extension of coherence time by effective decoupling from the non-Markovian environment. This framework, validated by our results, is applicable to any controlled quantum device and offers a significant step towards optimal device operation and noise reduction.
References in corpus (27)
- Quantum Non-Markovianity: Characterization, Quantification and Detection
- Complete Characterization of a Quantum Process: the Two-Bit Quantum Gate
- Efficient Z-Gates for Quantum Computing
- Towards understanding two-level-systems in amorphous solids -- Insights from quantum circuits
- Demonstration of qubit operations below a rigorous fault tolerance threshold with gate set tomography
- Concepts of quantum non-Markovianity: a hierarchy
- Non-Markovian quantum processes: complete framework and efficient characterisation
- Self-Consistent Quantum Process Tomography
- Operational Markov condition for quantum processes
- Maximum Likelihood, Minimum Effort
- Demonstration of fidelity improvement using dynamical decoupling with superconducting qubits
- Detecting crosstalk errors in quantum information processors
- Estimating the Coherence of Noise
- Operational approach to open dynamics and quantifying initial correlations
- Robust, self-consistent, closed-form tomography of quantum logic gates on a trapped ion qubit
- Advantages of versatile neural-network decoding for topological codes
- Characterizing quantum dynamics with initial system-environment correlations
- Kolmogorov extension theorem for (quantum) causal modelling and general probabilistic theories
- Quantum Markov Order
- The Structure of Quantum Stochastic Processes with Finite Markov Order
- Classical quantum stochastic processes
- Controllable Non-Markovianity for a Spin Qubit in Diamond
- Analysing correlated noise on the surface code using adaptive decoding algorithms
- Measuring and using non-markovianity
- Reconstructing open quantum system dynamics with limited control
- Non-Markovian quantum control as coherent stochastic trajectories
- Mutually Unbiased Unitary Bases of Operators on -dimensional Hilbert Space
Cited by in corpus (87)
- Quantum stochastic processes and quantum non-Markovian phenomena
- Non-Markovian Quantum Process Tomography
- Towards quantum enhanced adversarial robustness in machine learning
- Quantum Crosstalk Robust Quantum Control
- Reducing leakage of single-qubit gates for superconducting quantum processors using analytical control pulse envelopes
- Tensor network based machine learning of non-Markovian quantum processes
- Experimental benchmarking of an automated deterministic error suppression workflow for quantum algorithms
- Predicting non-Markovian superconducting qubit dynamics from tomographic reconstruction
- Controlling Markovianity with Chiral Giant Atoms
- Sublinear scaling in non-Markovian open quantum systems simulations
- State Preparation on Quantum Computers via Quantum Steering
- Quantum non-Markovianity: Overview and recent developments
- Entanglement assisted probe of the non-Markovian to Markovian transition in open quantum system dynamics
- Drastic Circuit Depth Reductions with Preserved Adversarial Robustness by Approximate Encoding for Quantum Machine Learning
- Hidden non-Markovianity in open quantum systems
- Experimental Demonstration of Instrument-specific Quantum Memory Effects and Non-Markovian Process Recovery for Common-Cause Processes
- Non-Markovian Memory Strength Bounds Quantum Process Recoverability
- Higher-order Process Matrix Tomography of a passively-stable Quantum SWITCH
- Optimization of Richardson extrapolation for quantum error mitigation
- Relaxation of Multitime Statistics in Quantum Systems
- Characterising the Hierarchy of Multi-time Quantum Processes with Classical Memory
- Relaxation of a Stationary State on a Quantum Computer Yields Unique Spectroscopic Fingerprint of the Computer's Noise
- Quantum Uncertainty Principles for Measurements with Interventions
- Filtering crosstalk from bath non-Markovianity via spacetime classical shadows
- Multipartite correlations in quantum collision models
- Reassessing thermodynamic advantage from indefinite causal order
- Quantifying Non-Markovianity in Open Quantum Dynamics
- Equilibration of Multitime Quantum Processes in Finite Time Intervals
- Generalized spin-boson models with non-normalizable form factors
- Correlations, information backflow, and objectivity in a class of pure dephasing models
- Self-consistent dynamical maps for open quantum systems
- On the sampling complexity of open quantum systems
- Non-Markovian Dynamics of a Single Excitation within Many-Body Dissipative Systems
- Deterministic one-way logic gates on a cloud quantum computer
- SPAM-Robust Multi-axis Quantum Noise Spectroscopy in Temporally Correlated Environments
- Kernel-based quantum regressor models learn non-Markovianity
- Non-Markovian memory in IBMQX4
- Markovian Noise Modelling and Parameter Extraction Framework for Quantum Devices
- Towards a general framework of Randomized Benchmarking incorporating non-Markovian Noise
- Transfer-tensor description of memory effects in open-system dynamics and multi-time statistics
- Noise mitigation in quantum teleportation
- Reconstructing Non-Markovian Open Quantum Evolution From Multi-time Measurements
- Efficient characterization of qudit logical gates with gate set tomography using an error-free Virtual-Z-gate model
- Operational Markovianization in Randomized Benchmarking
- Modeling error correction with Lindblad dynamics and approximate channels
- Noise-Agnostic Quantum Error Mitigation with Data Augmented Neural Models
- On the relevance of weak measurements in dissipative quantum systems
- Capturing long-range memory structures with tree-geometry process tensors
- Randomised benchmarking for characterizing and forecasting correlated processes
- Detrimental non-Markovian errors for surface code memory
- Quantum processes as thermodynamic resources: the role of non-Markovianity
- Quantum Markov monogamy inequalities
- Collisional open quantum dynamics with a generally correlated environment: Exact solvability in tensor networks
- Limitations to Dynamical Error Suppression and Gate-Error Virtualization from Temporally Correlated Nonclassical Noise
- Non-Markovian Dynamics of Open Quantum Systems via Auxiliary Particles with Exact Operator Constraint
- Non-Markovian Quantum Gate Set Tomography
- Hidden Quantum Memory: Is Memory There When Somebody Looks?
- Relations between Markovian and non-Markovian correlations in multitime quantum processes
- Witnessing non-Markovianity with Gaussian quantum steering in collision model
- What can unitary sequences tell us about multi-time physics?
- Semi-device-independent certification of quantum non-Markovianity using sequential Random Access Codes
- Phase stochastic resonance in coherent QKD signal transmission with a crosstalk noise in multicore fiber
- Memory effects in high-dimensional systems faithfully identified by Hilbert-Schmidt speed-based witness
- Nonlinear response theory for lossy superconducting quantum circuits
- Hamiltonian characterisation of multi-time processes with classical memory
- Emergent non-Markovianity and dynamical quantification of the quantum switch
- Spectral signatures of the Markovian to Non-Markovian transition in open quantum systems
- Understanding and utilizing the inner bonds of process tensors
- Unifying non-Markovian characterisation with an efficient and self-consistent framework
- Adaptively partitioned analog quantum simulation on near-term quantum computers: The nonclassical free-induction decay of NV centers in diamond
- Multi-time quantum process tomography on a superconducting qubit
- Optimality and Complexity in Measured Quantum-State Stochastic Processes
- Process tensor distinguishability measures
- Revealing correlated noise with single-qubit operations
- Verifying Quantum Memory in the Dynamics of Spin Boson Models
- Unveiling the Markovian to non-Markovian transition with quantum collision models
- Sparse Non-Markovian Noise Modeling of Transmon-Based Multi-Qubit Operations
- Estimating the degree of non-Markovianity using variational quantum circuits
- A de Finetti theorem for quantum causal structures
- Diagnosing chaos with projected ensembles of process tensors
- Robust Error Accumulation Suppression for Quantum Circuits
- Bayesian inference of general noise-model parameters from the syndrome statistics of surface codes
- Data-Efficient Quantum Noise Modeling via Machine Learning
- Process Tensor Approaches to Non-Markovian Quantum Dynamics
- Quantum non-Markovianity elusive to interventions
- On the distinction between distinguishability of states and witness of non-Markovianity of dynamical maps
- Efficient learning and optimizing non-Gaussian correlated noise in digitally controlled qubit systems