Leveraging Randomized Compiling for the QITE Algorithm
- URL: http://arxiv.org/abs/2104.08785v2
- Date: Tue, 26 Oct 2021 08:53:47 GMT
- Title: Leveraging Randomized Compiling for the QITE Algorithm
- Authors: Jean-Loup Ville, Alexis Morvan, Akel Hashim, Ravi K. Naik, Marie Lu,
Bradley Mitchell, John-Mark Kreikebaum, Kevin P. O'Brien, Joel J. Wallman,
Ian Hincks, Joseph Emerson, Ethan Smith, Ed Younis, Costin Iancu, David I.
Santiago, Irfan Siddiqi
- Abstract summary: Iterative algorithms like Quantum Imaginary Time Evolution are susceptible to coherent errors.
This article presents the combination of both noise tailoring using Randomized Compiling and error mitigation with a purification.
We show how combining noise tailoring and error mitigation will push forward the performance of NISQ devices.
- Score: 0.0
- License: http://creativecommons.org/licenses/by/4.0/
- Abstract: The success of the current generation of Noisy Intermediate-Scale Quantum
(NISQ) hardware shows that quantum hardware may be able to tackle complex
problems even without error correction. One outstanding issue is that of
coherent errors arising from the increased complexity of these devices. These
errors can accumulate through a circuit, making their impact on algorithms hard
to predict and mitigate. Iterative algorithms like Quantum Imaginary Time
Evolution are susceptible to these errors. This article presents the
combination of both noise tailoring using Randomized Compiling and error
mitigation with a purification. We also show that Cycle Benchmarking gives an
estimate of the reliability of the purification. We apply this method to the
Quantum Imaginary Time Evolution of a Transverse Field Ising Model and report
an energy estimation and a ground state infidelity both below 1\%. Our
methodology is general and can be used for other algorithms and platforms. We
show how combining noise tailoring and error mitigation will push forward the
performance of NISQ devices.
Related papers
- Practical implementation of a single-qubit rotation algorithm [0.0]
The Toffoli is an important universal quantum gate, and will alongside the Clifford gates be available in future Fault-Tolerant Quantum Computing hardware.
We evaluate the performance of a recently proposed single-qubit rotation algorithm using the Clifford+Toffoli gate set.
arXiv Detail & Related papers (2024-10-24T13:53:21Z) - Identifying Bottlenecks of NISQ-friendly HHL algorithms [0.0]
We study noise resilience of NISQ-adaptation Iterative QPE and its HHL algorithm.
Results indicate that noise mitigation techniques, such as Qiskit readout and Mthree readout packages, are insufficient for enabling results recovery even in the small instances tested here.
arXiv Detail & Related papers (2024-06-10T14:11:27Z) - Fault-tolerant quantum architectures based on erasure qubits [49.227671756557946]
We exploit the idea of erasure qubits, relying on an efficient conversion of the dominant noise into erasures at known locations.
We propose and optimize QEC schemes based on erasure qubits and the recently-introduced Floquet codes.
Our results demonstrate that, despite being slightly more complex, QEC schemes based on erasure qubits can significantly outperform standard approaches.
arXiv Detail & Related papers (2023-12-21T17:40:18Z) - Scalable noisy quantum circuits for biased-noise qubits [37.69303106863453]
We consider biased-noise qubits affected only by bit-flip errors, which is motivated by existing systems of stabilized cat qubits.
For realistic noise models, phase-flip will not be negligible, but in the Pauli-Twirling approximation, we show that our benchmark could check the correctness of circuits containing up to $106$ gates.
arXiv Detail & Related papers (2023-05-03T11:27:50Z) - Improved quantum error correction with randomized compiling [0.0]
Current hardware for quantum computing suffers from high levels of noise.
We explore the role and effectiveness of using noise tailoring techniques to improve the performance of error correcting codes.
arXiv Detail & Related papers (2023-03-13T04:24:24Z) - Adaptive quantum error mitigation using pulse-based inverse evolutions [0.0]
We introduce a QEM method termed Adaptive KIK' that adapts to the noise level of the target device.
The implementation of the method is experimentally simple -- it does not involve any tomographic information or machine-learning stage.
We demonstrate our findings in the IBM quantum computers and through numerical simulations.
arXiv Detail & Related papers (2023-03-09T02:50:53Z) - Witnessing entanglement in trapped-ion quantum error correction under
realistic noise [41.94295877935867]
Quantum Error Correction (QEC) exploits redundancy by encoding logical information into multiple physical qubits.
We present a detailed microscopic error model to estimate the average gate infidelity of two-qubit light-shift gates used in trapped-ion platforms.
We then apply this realistic error model to quantify the multipartite entanglement generated by circuits that act as QEC building blocks.
arXiv Detail & Related papers (2022-12-14T20:00:36Z) - On proving the robustness of algorithms for early fault-tolerant quantum
computers [0.0]
We introduce a randomized algorithm for the task of phase estimation and give an analysis of its performance under two simple noise models.
We calculate that the randomized algorithm can succeed with arbitrarily high probability as long as the required circuit depth is less than 0.916 times the dephasing scale.
arXiv Detail & Related papers (2022-09-22T21:28:12Z) - A Hybrid Quantum-Classical Algorithm for Robust Fitting [47.42391857319388]
We propose a hybrid quantum-classical algorithm for robust fitting.
Our core contribution is a novel robust fitting formulation that solves a sequence of integer programs.
We present results obtained using an actual quantum computer.
arXiv Detail & Related papers (2022-01-25T05:59:24Z) - Measuring NISQ Gate-Based Qubit Stability Using a 1+1 Field Theory and
Cycle Benchmarking [50.8020641352841]
We study coherent errors on a quantum hardware platform using a transverse field Ising model Hamiltonian as a sample user application.
We identify inter-day and intra-day qubit calibration drift and the impacts of quantum circuit placement on groups of qubits in different physical locations on the processor.
This paper also discusses how these measurements can provide a better understanding of these types of errors and how they may improve efforts to validate the accuracy of quantum computations.
arXiv Detail & Related papers (2022-01-08T23:12:55Z) - Realizing Repeated Quantum Error Correction in a Distance-Three Surface
Code [42.394110572265376]
We demonstrate quantum error correction using the surface code, which is known for its exceptionally high tolerance to errors.
In an error correction cycle taking only $1.1,mu$s, we demonstrate the preservation of four cardinal states of the logical qubit.
arXiv Detail & Related papers (2021-12-07T13:58:44Z)
This list is automatically generated from the titles and abstracts of the papers in this site.
This site does not guarantee the quality of this site (including all information) and is not responsible for any consequences.