Versatile fidelity estimation with confidence
- URL: http://arxiv.org/abs/2112.07925v2
- Date: Mon, 8 Jul 2024 15:48:32 GMT
- Title: Versatile fidelity estimation with confidence
- Authors: Akshay Seshadri, Martin Ringbauer, Jacob Spainhour, Rainer Blatt, Thomas Monz, Stephen Becker,
- Abstract summary: We present a method to construct an estimator for the quantum state fidelity that is compatible with any measurement protocol.
Our method can be easily extended to estimate the expectation value of any observable, such as entanglement witnesses.
- Score: 1.847214846161316
- License: http://arxiv.org/licenses/nonexclusive-distrib/1.0/
- Abstract: As quantum devices become more complex and the requirements on these devices become more demanding, it is crucial to be able to verify the performance of such devices in a scalable and reliable fashion. A cornerstone task in this challenge is quantifying how close an experimentally prepared quantum state is to the desired one. Here we present a method to construct an estimator for the quantum state fidelity that is compatible with any measurement protocol. Our method provides a confidence interval on this estimator that is guaranteed to be nearly minimax optimal for the specified measurement protocol. For a well-chosen measurement scheme, our method is competitive in the number of measurement outcomes required for estimation. We demonstrate our method using simulations and experimental data from a trapped-ion quantum computer and compare the results to state-of-the-art techniques. Our method can be easily extended to estimate the expectation value of any observable, such as entanglement witnesses.
Related papers
- Bounding the Sample Fluctuation for Pure States Certification with Local Random Measurement [4.923287660970805]
Recent advancements in randomized measurement techniques have provided fresh insights in this area.
We investigate the fundamental properties of schemes that certify pure quantum states through random local Haar measurements.
Our results unveil the intrinsic interplay between operator complexity and the efficiency of quantum algorithms, serving as an obstacle to local certification of pure states with long-range entanglement.
arXiv Detail & Related papers (2024-10-22T02:26:44Z) - Multimodal deep representation learning for quantum cross-platform
verification [60.01590250213637]
Cross-platform verification, a critical undertaking in the realm of early-stage quantum computing, endeavors to characterize the similarity of two imperfect quantum devices executing identical algorithms.
We introduce an innovative multimodal learning approach, recognizing that the formalism of data in this task embodies two distinct modalities.
We devise a multimodal neural network to independently extract knowledge from these modalities, followed by a fusion operation to create a comprehensive data representation.
arXiv Detail & Related papers (2023-11-07T04:35:03Z) - Quantum metrology in the finite-sample regime [0.6299766708197883]
In quantum metrology, the ultimate precision of estimating an unknown parameter is often stated in terms of the Cram'er-Rao bound.
We propose to quantify the quality of a protocol by the probability of obtaining an estimate with a given accuracy.
arXiv Detail & Related papers (2023-07-12T18:00:04Z) - Robust and efficient verification of graph states in blind
measurement-based quantum computation [52.70359447203418]
Blind quantum computation (BQC) is a secure quantum computation method that protects the privacy of clients.
It is crucial to verify whether the resource graph states are accurately prepared in the adversarial scenario.
Here, we propose a robust and efficient protocol for verifying arbitrary graph states with any prime local dimension.
arXiv Detail & Related papers (2023-05-18T06:24:45Z) - Importance sampling for stochastic quantum simulations [68.8204255655161]
We introduce the qDrift protocol, which builds random product formulas by sampling from the Hamiltonian according to the coefficients.
We show that the simulation cost can be reduced while achieving the same accuracy, by considering the individual simulation cost during the sampling stage.
Results are confirmed by numerical simulations performed on a lattice nuclear effective field theory.
arXiv Detail & Related papers (2022-12-12T15:06:32Z) - Potential and limitations of quantum extreme learning machines [55.41644538483948]
We present a framework to model QRCs and QELMs, showing that they can be concisely described via single effective measurements.
Our analysis paves the way to a more thorough understanding of the capabilities and limitations of both QELMs and QRCs.
arXiv Detail & Related papers (2022-10-03T09:32:28Z) - Anticipative measurements in hybrid quantum-classical computation [68.8204255655161]
We present an approach where the quantum computation is supplemented by a classical result.
Taking advantage of its anticipation also leads to a new type of quantum measurements, which we call anticipative.
In an anticipative quantum measurement the combination of the results from classical and quantum computations happens only in the end.
arXiv Detail & Related papers (2022-09-12T15:47:44Z) - Theory of versatile fidelity estimation with confidence [1.9573380763700712]
We present a method that constructs an estimator with nearly minimax optimal confidence intervals for any specified measurement setting.
We demonstrate, through a combination of theoretical and numerical results, various desirable properties of the method.
Our method can also be used for estimating the expectation value of any observable with the same guarantees.
arXiv Detail & Related papers (2021-12-15T08:03:05Z) - Adaptive estimation of quantum observables [4.567122178196833]
We introduce a measurement scheme that adaptively modifies the estimator based on previously obtained data.
Our algorithm, which we call AEQuO, continuously monitors both the estimated average and the associated error of the considered observable.
We test our protocol on chemistry Hamiltonians, for which AEQuO provides error estimates that improve on all state-of-the-art methods.
arXiv Detail & Related papers (2021-10-28T17:49:16Z) - Efficient qubit phase estimation using adaptive measurements [0.0]
Estimating the quantum phase of a physical system is a central problem in quantum parameter estimation theory.
Current methods to estimate quantum phases fail to reach the quantum Cram'er-Rao bound.
We propose a new adaptive scheme based on covariant measurements to circumvent this problem.
arXiv Detail & Related papers (2020-12-21T02:43:47Z) - Direct estimation of quantum coherence by collective measurements [54.97898890263183]
We introduce a collective measurement scheme for estimating the amount of coherence in quantum states.
Our scheme outperforms other estimation methods based on tomography or adaptive measurements.
We show that our method is accessible with today's technology by implementing it experimentally with photons.
arXiv Detail & Related papers (2020-01-06T03:50:42Z)
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.