Quantifying Entanglement in a 68-Billion-Dimensional Quantum State Space

Total Page:16

File Type:pdf, Size:1020Kb

Quantifying Entanglement in a 68-Billion-Dimensional Quantum State Space ARTICLE https://doi.org/10.1038/s41467-019-10810-z OPEN Quantifying entanglement in a 68-billion- dimensional quantum state space James Schneeloch 1,5, Christopher C. Tison1,2,3, Michael L. Fanto1,4, Paul M. Alsing1 & Gregory A. Howland 1,4,5 Entanglement is the powerful and enigmatic resource central to quantum information pro- cessing, which promises capabilities in computing, simulation, secure communication, and 1234567890():,; metrology beyond what is possible for classical devices. Exactly quantifying the entanglement of an unknown system requires completely determining its quantum state, a task which demands an intractable number of measurements even for modestly-sized systems. Here we demonstrate a method for rigorously quantifying high-dimensional entanglement from extremely limited data. We improve an entropic, quantitative entanglement witness to operate directly on compressed experimental data acquired via an adaptive, multilevel sampling procedure. Only 6,456 measurements are needed to certify an entanglement-of- formation of 7.11 ± .04 ebits shared by two spatially-entangled photons. With a Hilbert space exceeding 68 billion dimensions, we need 20-million-times fewer measurements than the uncompressed approach and 1018-times fewer measurements than tomography. Our tech- nique offers a universal method for quantifying entanglement in any large quantum system shared by two parties. 1 Air Force Research Laboratory, Information Directorate, Rome, NY 13441, USA. 2 Department of Physics, Florida Atlantic University, Boca Raton, FL 33431, USA. 3 Quanterion Solutions Incorporated, Utica, NY 13502, USA. 4 Rochester Institute of Technology, Rochester, NY 14623, USA. 5These authors contributed equally: James Schneeloch, Gregory A. Howland. Correspondence and requests for materials should be addressed to G.A.H. (email: [email protected]) NATURE COMMUNICATIONS | (2019) 10:2785 | https://doi.org/10.1038/s41467-019-10810-z | www.nature.com/naturecommunications 1 ARTICLE NATURE COMMUNICATIONS | https://doi.org/10.1038/s41467-019-10810-z chieving a quantum advantage for information processing error analysis is straightforward and few computational resources requires scaling quantum systems to sizes that can pro- are needed. A fi vide signi cant quantum resources, including entangle- ment. Large quantum systems are now realized across many Results – platforms, including atomic simulators beyond 50 qubits1 3, Entropic witnesses of high-dimensional entanglement. Entan- nascent superconducting and trapped-ion-based quantum glement is revealed when subsystems of a quantum state are computers4,5, integrated-photonic circuits6–10, and photon pairs – specially correlated. A common situation divides a system entangled in high-dimensional variables11 16. between two parties, Alice and Bob, who make local measure- As quantum-information-based technologies mature, it will ments on their portion. Given two mutually unbiased, continuous b become useful to separate the physical layer providing quantum observables bx and k, they can measure discrete joint probability resources (e.g., trapped ions, photons) from the logical layer that distributions P(X , X ) and P(K , K ) by discretizing to pixel sizes utilizes those resources. For example, many imperfect qubits may a b a b ΔX and ΔK. Here bold notation indicates that X and K may form one logical qubit17,18 or thousands of atoms may coherently 19,20 (though need not) represent multidimensional coordinates. For act as a single-photon quantum memory . As with classical example, X and K might represent cartesian position and communication and computing, protocols and algorithms will be momentum that can be decomposed into horizontal and vertical implemented in the logical layer with minimal concern for the components such that X = (X, Y) and K = (K(x), K(y)). underlying platform. Because real-world systems are varied and A recent, quantitative entanglement witness40 uses these imperfect, the quantum resources they provide must be char- distributions to certify an amount of entanglement: acterized before use17. Certifying an amount of entanglement in a large quantum system is an essential but daunting task. While entanglement 2π d log À HðX jX ÞÀHðK jK ÞE ; ð1Þ witnesses21,22 and Bell tests23 can reveal entanglement’s presence, 2 Δ Δ a b a b f X K quantification generally requires a full estimation of the quantum state24. Beyond moderately sized states, the number of parameters to physically measure (i.e., the number of the measurements) where, for example, H(A|B) is the conditional Shannon entropy P E becomes overwhelming, making this approach unviable for cur- for (A, B). f is the entanglement of formation, a measure rent and future large-scale quantum technologies. describing the average number of Bell pairs required to synthesize Any practical method for quantitative entanglement certifica- the state. Equation (1) does not require full-state estimation but b tion must require only limited data. Two ideas can dramatically depends on an informed choice of bx and k. Still, in large systems, reduce the needed measurement resources. First is the develop- measuring these joint distributions remains oppressive. For P ment of quantitative entanglement witnesses, which bound the example, if Xa has 100 possible outcomes, determining (Xa, 25–28 2 amount of entanglement without full state estimation .Ina Xb) takes 100 joint measurements. Describing quantum recent landmark experiment, 4.1 entangled bits (ebits) of high- uncertainty with information-theoretic quantities is increasingly dimensional biphoton entanglement was certified using partial popular41,42. Entropies naturally link physical and logical layers state estimation29. One ebit describes the amount of entangle- and have useful mathematical properties. In particular, many ment in a maximally entangled, two-qubit state24. approximations to the joint distributions can only increase E Second, prior knowledge can be exploited to economize sam- conditional entropy. Because Eq. (1) bounds f from below, any pling. Certain features, or structure, are expected in specific sys- such substitution is valid. tems. In highly entangled quantum systems, for example, some observables should be highly correlated, the density matrix will be Improving an entropic entanglement witnesses for use with low rank, or the state may be nearly pure. Such assumptions can limited data. We use two entropic shortcuts to improve the be paired with numerical optimization to recover signals sampled entanglement witness. First, if the system is highly entangled, and below the Nyquist limit. One popular technique is compressed b b 30 x and k are well chosen, the joint distributions will be highly sensing , which has massively disrupted conventional thinking correlated; a measurement outcome for X should correlate to few about sampling. Applied to quantum systems, compressed sen- a outcomes for Xb. The distributions are therefore highly com- sing reduced measurement resources significantly for tasks, P 31–37 38,39 pressible. Consider replacing arbitrary groups of elements in including tomography and witnessing entanglement . (X , X ) with their average values to form a multilevel, com- Computational recovery techniques have substantial down- a b pressed estimate P~ðX ; X Þ. By multilevel, we mean that the new, sides. Because they are estimation techniques, conclusions drawn a b estimated distribution will appear as if it was sampled with from their results are contingent on the veracity of the initial varying resolution—fine detail in some regions and coarse detail assumptions. They are therefore unsuitable for closing loopholes in others. Because coarse graining cannot decrease conditional or verifying security. Numerical solvers are often proven correct P~ð ; Þ P~ð ; Þ under limited noise models and require hand-tuned parameters, entropy, Eq. (1) remains valid for Xa Xb and Ka Kb potentially adding artifacts and complicating error analysis. (see Supplemental Material: Proof arbitrary coarse-graining can- not decrease conditional entropy). Finally, the computational resources needed become prohibitive P~ð ; Þ P~ð ; Þ fi in very large systems. The largest quantum systems characterized Good estimates for Xa Xb and Ka Kb can be ef ciently measured by sampling at high resolution in correlated regions using these approaches remain considerably smaller than state-of- P the-art. and low resolution elsewhere. Note that the original ( ) and fi estimate (P~)) are full correlation matrices with N elements, but Here we provide an approach to entanglement quanti cation ~ that overcomes these downsides. First, we improve an entropic, only M N values measured to specify P. The witness is valid quantitative entanglement witness to operate on arbitrarily for arbitrary downsampling; it works best when the approximate downsampled data. Then we develop an adaptive, multilevel and actual distributions are most similar but can never E sampling procedure to rapidly obtain compressed distributions overestimate f or allow false positives. suitable for the witness. Crucially, our sampling assumptions are Second, if the observables are multi-dimensional such that they independent of the entanglement certification, so our method can can be decomposed into d marginal, component observables (e.g., guarantee security. Because we avoid numerical optimization, horizontal and vertical components) bx ¼ð^xð1Þ; x^ð2Þ; :::; ^xðdÞÞ 2 NATURE COMMUNICATIONS | (2019) 10:2785 | https://doi.org/10.1038/s41467-019-10810-z | www.nature.com/naturecommunications
Recommended publications
  • Studies in the Geometry of Quantum Measurements
    Irina Dumitru Studies in the Geometry of Quantum Measurements Studies in the Geometry of Quantum Measurements Studies in Irina Dumitru Irina Dumitru is a PhD student at the department of Physics at Stockholm University. She has carried out research in the field of quantum information, focusing on the geometry of Hilbert spaces. ISBN 978-91-7911-218-9 Department of Physics Doctoral Thesis in Theoretical Physics at Stockholm University, Sweden 2020 Studies in the Geometry of Quantum Measurements Irina Dumitru Academic dissertation for the Degree of Doctor of Philosophy in Theoretical Physics at Stockholm University to be publicly defended on Thursday 10 September 2020 at 13.00 in sal C5:1007, AlbaNova universitetscentrum, Roslagstullsbacken 21, and digitally via video conference (Zoom). Public link will be made available at www.fysik.su.se in connection with the nailing of the thesis. Abstract Quantum information studies quantum systems from the perspective of information theory: how much information can be stored in them, how much the information can be compressed, how it can be transmitted. Symmetric informationally- Complete POVMs are measurements that are well-suited for reading out the information in a system; they can be used to reconstruct the state of a quantum system without ambiguity and with minimum redundancy. It is not known whether such measurements can be constructed for systems of any finite dimension. Here, dimension refers to the dimension of the Hilbert space where the state of the system belongs. This thesis introduces the notion of alignment, a relation between a symmetric informationally-complete POVM in dimension d and one in dimension d(d-2), thus contributing towards the search for these measurements.
    [Show full text]
  • Spectral Quantum Tomography
    www.nature.com/npjqi ARTICLE OPEN Spectral quantum tomography Jonas Helsen 1, Francesco Battistel1 and Barbara M. Terhal1,2 We introduce spectral quantum tomography, a simple method to extract the eigenvalues of a noisy few-qubit gate, represented by a trace-preserving superoperator, in a SPAM-resistant fashion, using low resources in terms of gate sequence length. The eigenvalues provide detailed gate information, supplementary to known gate-quality measures such as the gate fidelity, and can be used as a gate diagnostic tool. We apply our method to one- and two-qubit gates on two different superconducting systems available in the cloud, namely the QuTech Quantum Infinity and the IBM Quantum Experience. We discuss how cross-talk, leakage and non-Markovian errors affect the eigenvalue data. npj Quantum Information (2019) 5:74 ; https://doi.org/10.1038/s41534-019-0189-0 INTRODUCTION of the form λ = exp(−γ)exp(iϕ), contain information about the A central challenge on the path towards large-scale quantum quality of the implemented gate. Intuitively, the parameter γ computing is the engineering of high-quality quantum gates. To captures how much the noisy gate deviates from unitarity due to achieve this goal, many methods that accurately and reliably entanglement with an environment, while the angle ϕ can be characterize quantum gates have been developed. Some of these compared to the rotation angles of the targeted gate U. Hence ϕ methods are scalable, meaning that they require an effort which gives information about how much one over- or under-rotates. scales polynomially in the number of qubits on which the gates The spectrum of S can also be related to familiar gate-quality 1–8 act.
    [Show full text]
  • Quantum Tomography of an Electron T Jullien, P Roulleau, B Roche, a Cavanna, Y Jin, Christian Glattli
    Quantum tomography of an electron T Jullien, P Roulleau, B Roche, A Cavanna, Y Jin, Christian Glattli To cite this version: T Jullien, P Roulleau, B Roche, A Cavanna, Y Jin, et al.. Quantum tomography of an electron. Nature, Nature Publishing Group, 2014, 514, pp.603 - 607. 10.1038/nature13821. cea-01409215 HAL Id: cea-01409215 https://hal-cea.archives-ouvertes.fr/cea-01409215 Submitted on 5 Dec 2016 HAL is a multi-disciplinary open access L’archive ouverte pluridisciplinaire HAL, est archive for the deposit and dissemination of sci- destinée au dépôt et à la diffusion de documents entific research documents, whether they are pub- scientifiques de niveau recherche, publiés ou non, lished or not. The documents may come from émanant des établissements d’enseignement et de teaching and research institutions in France or recherche français ou étrangers, des laboratoires abroad, or from public or private research centers. publics ou privés. LETTER doi:10.1038/nature13821 Quantum tomography of an electron T. Jullien1*, P. Roulleau1*, B. Roche1, A. Cavanna2, Y. Jin2 & D. C. Glattli1 The complete knowledge of a quantum state allows the prediction of pbyffiffiffiffiffiffiffiffi mixing with a coherent field (local oscillator) with amplitude the probability of all possible measurement outcomes, a crucial step NLOE0utðÞ{x=c , where NLO is the mean photon number. Then a 1 in quantum mechanics. It can be provided by tomographic methods classical measurement of u can be made.p becauseffiffiffiffiffiffiffiffi the fundamentalp quan-ffiffiffiffiffiffiffiffi 2,3 4 5,6 which havebeenappliedtoatomic ,molecular , spin and photonic tum measurement uncertainty , 1 NLO vanishes for large NLO.
    [Show full text]
  • QUANTUM STATE TOMOGRAPHY of SINGLE QUBIT with LASER IR 808Nm USING DENSITY MATRIX
    QUANTUM STATE TOMOGRAPHY OF SINGLE QUBIT WITH LASER IR 808nm USING DENSITY MATRIX A BACHELOR THESIS Submitted in Partial Fulfillment the Requirements for Gaining the Bachelor Degree in Physics Education Department Author: SYAFI’I FAHMI BASTIAN 15690044 PHYSICS EDUCATION DEPARTMENT FACULTY OF SCIENCE AND TECHNOLOGY UNIVERSITAS ISLAM NEGERI SUNAN KALIJAGA YOGYAKARTA 2019 ii iii iv MOTTO Never give up! v DEDICATION Dedicated to: My beloved parents All of my families My almamater UIN Sunan Kalijaga Yogyakarta vi ACKNOWLEDGEMENT Alhamdulillahirabbil’alamin and greatest thanks. Allah SWT has given blessing to the writer by giving guidance, health, knowledge. The writer’s prayers are always given to Prophet Muhammad SAW as the messenger of Allah SWT. In This paper has been finished because all supports from everyone who help the writer. In this nice occasion, the writer would like to express the special thanks of gratitude to: 1. Dr. Murtono, M.Sc as Dean of faculty of science and technology, UIN Sunan Kalijaga Yogyakarta and as academic advisor. 2. Drs. Nur Untoro, M. Si, as head of physics education department, faculty of science and technology, UIN Sunan Kalijaga Yogyakarta. 3. Joko Purwanto, M.Sc as project advisor 1 who always gave a new knowledge and suggestions to the writer. 4. Dr. Pruet Kalasuwan as project advisor 2 who introduces and teaches a quantum physics especially about the nanophotonics when the writer enrolled the PSU Student Mobility Program. 5. Pi Mai as the writer’s lab partner who was so patient in giving the knowledge. 6. Norma Sidik Risdianto, M.Sc as a lecturer who giving many motivations to learn physics more and more.
    [Show full text]
  • Appendix a Linear Algebra Basics
    Appendix A Linear algebra basics A.1 Linear spaces Linear spaces consist of elements called vectors. Vectors are abstract mathematical objects, but, as the name suggests, they can be visualized as geometric vectors. Like regular numbers, vectors can be added together and subtracted from each other to form new vectors; they can also be multiplied by numbers. However, vectors cannot be multiplied or divided by one another as numbers can. One important peculiarity of the linear algebra used in quantum mechanics is the so-called Dirac notation for vectors. To denote vectors, instead of writing, for example, ~a, we write jai. We shall see later how convenient this notation turns out to be. Definition A.1. A linear (vector) space V over a field1 F is a set in which the following operations are defined: 1. Addition: for any two vectors jai;jbi 2 V, there exists a unique vector in V called their sum, denoted by jai + jbi. 2. Multiplication by a number (“scalar”): For any vector jai 2 V and any number l 2 F, there exists a unique vector in V called their product, denoted by l jai ≡ jail. These operations obey the following axioms. 1. Commutativity of addition: jai + jbi = jbi + jai. 2. Associativity of addition: (jai + jbi) + jci = jai + (jbi + jci). 3. Existence of zero: there exists an element of V called jzeroi such that, for any vector jai, jai + jzeroi= ja i.2 A solutions manual for this appendix is available for download at https://www.springer.com/gp/book/9783662565827 1 Field is a term from algebra which means a complete set of numbers.
    [Show full text]
  • Quantum State Tomography with a Single Observable
    Quantum State Tomography with a Single Observable Dikla Oren1, Maor Mutzafi1, Yonina C. Eldar2, Mordechai Segev1 1Physics Department and Solid State Institute, Technion, 32000 Haifa, Israel 2 Electrical Engineering Department, Technion, 32000 Haifa, Israel Quantum information has been drawing a wealth of research in recent years, shedding light on questions at the heart of quantum mechanics1–5, as well as advancing fields such as complexity theory6–10, cryptography6, key distribution11, and chemistry12. These fundamental and applied aspects of quantum information rely on a crucial issue: the ability to characterize a quantum state from measurements, through a process called Quantum State Tomography (QST). However, QST requires a large number of measurements, each derived from a different physical observable corresponding to a different experimental setup. Unfortunately, changing the setup results in unwanted changes to the data, prolongs the measurement and impairs the assumptions that are always made about the stationarity of the noise. Here, we propose to overcome these drawbacks by performing QST with a single observable. A single observable can often be realized by a single setup, thus considerably reducing the experimental effort. In general, measurements of a single observable do not hold enough information to recover the quantum state. We overcome this lack of information by relying on concepts inspired by Compressed Sensing (CS)13,14, exploiting the fact that the sought state – in many applications of quantum information - is close to a pure state (and thus has low rank). Additionally, we increase the system dimension by adding an ancilla that couples to information evolving in the system, thereby providing more measurements, enabling the recovery of the original quantum state from a single-observable measurements.
    [Show full text]
  • Operational, Gauge-Free Quantum Tomography
    Operational, gauge-free quantum tomography Olivia Di Matteo1;2 (UBC Jan. 2022) Joint work with: John Gamble2, Chris Granade2, Kenneth Rudinger3, Nathan Wiebe2;4 1 TRIUMF, Vancouver, BC, Canada 2 Microsoft Research, Redmond, WA, USA 3 Quantum Performance Laboratory, Sandia National Laboratories, Albuquerque, NM, USA 4 University of Washington, Seattle, WA, USA Sandia National Laboratories is a multimission laboratory managed and operated by National Technology and Engineering Solutions of Sandia, LLC., a wholly owned subsidiary of Honeywell International, Inc., for the U.S. Department of Energy's National Nuclear Security Administration under contract DE-NA0003525. Reconstruct it by taking an informationally complete set of measurements. Measure: 0 1 σ = x 1 0 0 −i σ = y i 0 1 0 σ = z 0 −1 Quantum state tomography Given an unknown qubit state, how do we learn what it is? Quantum state tomography Given an unknown qubit state, how do we learn what it is? Reconstruct it by taking an informationally complete set of measurements. Measure: 0 1 σ = x 1 0 0 −i σ = y i 0 1 0 σ = z 0 −1 Reconstruct an operation based on how it acts on known states. (Example: a unitary operation on a single qubit.) Quantum process tomography How can we learn what an unknown quantum process is doing? Quantum process tomography How can we learn what an unknown quantum process is doing? Reconstruct an operation based on how it acts on known states. (Example: a unitary operation on a single qubit.) Traditional quantum state and process tomography are done with very strong underlying assumptions: state tomography assumes measurements are perfect process tomography assumes initial state preparation and measurements are perfect But in real physical systems, State Preparation And Measurement (SPAM) are also noisy processes! QCVV: quantum characterization, verification, and validation In the age of noisy quantum computers, it is important to characterize the behaviour of our quantum hardware.
    [Show full text]
  • Choice of Measurement Sets in Qubit Tomography
    PHYSICAL REVIEW A 78, 052122 ͑2008͒ Choice of measurement sets in qubit tomography Mark D. de Burgh,1 Nathan K. Langford,1 Andrew C. Doherty,1 and Alexei Gilchrist2 1School of Physical Sciences, University of Queensland, St Lucia, Queensland 4072, Australia 2Physics Department, Macquarie University, Sydney NSW 2109, Australia ͑Received 5 July 2007; revised manuscript received 20 October 2008; published 26 November 2008͒ Optimal generalized measurements for state estimation are well understood. However, practical quantum state tomography is typically performed using a fixed set of projective measurements, and the question of how to choose these measurements has been largely unexplored in the literature. In this work, we develop theoret- ical asymptotic bounds for the average fidelity of pure qubit tomography using measurement sets whose axes correspond to faces of Platonic solids. We also present comprehensive simulations of maximum likelihood tomography for mixed qubit states using the Platonic solid measurements. We show that overcomplete mea- surement sets can be used to improve the accuracy of tomographic reconstructions. DOI: 10.1103/PhysRevA.78.052122 PACS number͑s͒: 03.65.Ta, 03.67.Ϫa I. INTRODUCTION AND BACKGROUND In this paper, we investigate how the choice of measure- ments affects the quality of tomographic reconstruction for Quantum tomography ͓1͔, the practical estimation of qubit systems. We follow Jones ͓17͔ and investigate a class quantum states through the measurement of large numbers of of measurement sets based on Platonic solids. This class copies, is of fundamental importance in the study of quantum gives close-to-optimal performance for tomography when mechanics. With the emergence of quantum-information sci- using independent measurements of fixed projectors by ence, the tomographic reconstruction of finite-dimensional spreading the projectors uniformly over the surface of the systems ͓2͔ has also become an essential technology for Bloch sphere.
    [Show full text]
  • The SIC Question: History and State of Play
    axioms Review The SIC Question: History and State of Play Christopher A. Fuchs 1,*, Michael C. Hoang 2 and Blake C. Stacey 1 1 Physics Department, University of Massachusetts Boston, Boston, MA 02125, USA; [email protected] 2 Computer Science Department, University of Massachusetts Boston, Boston, MA 02125, USA; [email protected] * Correspondence: [email protected] or [email protected]; Tel.: +1-617-287-3317 Academic Editor: Palle Jorgensen Received: 30 June 2017 ; Accepted: 15 July 2017; Published: 18 July 2017 Abstract: Recent years have seen significant advances in the study of symmetric informationally complete (SIC) quantum measurements, also known as maximal sets of complex equiangular lines. Previously, the published record contained solutions up to dimension 67, and was with high confidence complete up through dimension 50. Computer calculations have now furnished solutions in all dimensions up to 151, and in several cases beyond that, as large as dimension 844. These new solutions exhibit an additional type of symmetry beyond the basic definition of a SIC, and so verify a conjecture of Zauner in many new cases. The solutions in dimensions 68 through 121 were obtained by Andrew Scott, and his catalogue of distinct solutions is, with high confidence, complete up to dimension 90. Additional results in dimensions 122 through 151 were calculated by the authors using Scott’s code. We recap the history of the problem, outline how the numerical searches were done, and pose some conjectures on how the search technique could be improved. In order to facilitate communication across disciplinary boundaries, we also present a comprehensive bibliography of SIC research.
    [Show full text]
  • State Preparation and Measurement Tomography Via Unitary Transformations
    State Preparation and Measurement Tomography via Unitary Transformations J. M. Cutshall, T. McPhee and M. Beck* Department of Physics, Reed College, 3203 SE Woodstock Boulevard, Portland, Oregon, 97202, USA * [email protected] Abstract: We describe a technique for simultaneously determining both the state of a quantum system and the positive value operator measure that describes a detector, while making a minimum of assumptions about each of them. © 2019 The Authors. OCIS codes: (270.5585) Quantum information and processing; (270.0270) Quantum optics. 1. Introduction Quantum tomography is an important tool for characterizing quantum systems and is useful for quantum information processing applications. Quantum-state tomography estimates the state of a quantum system, while quantum- detector tomography estimates the positive-operator-valued measure (POVM) that describes a detector. Here we present a technique for estimating both the state of a single qubit, and the parameters of a positive-operator-valued measure (POVM) that describes a detector, in a self-consistent manner [1, 2]. We accomplish this by performing a series of known, unitary transformations between the state preparation and measurement stages. We refer to this technique as state preparation and measurement tomography via unitary transformations (SPAMTUT). SPAMTUT is similar to gate-set tomography (GST) in that both the state and the POVM are estimated [2]. SPAMTUT and GST differ in that for SPAMTUT the transformations performed between the state and the measurement are assumed to be known, in principle allowing for fewer measurements. The assumption that the transformations are known is valid if they can be calibrated using a bright, classical source and a classical detector, as is the case in our experiments.
    [Show full text]
  • Online Learning of Quantum States
    Online Learning of Quantum States Scott Aaronson Xinyi Chen UT Austin ⇤ Google AI Princeton † [email protected] [email protected] Elad Hazan Satyen Kale Princeton University and Google AI Princeton Google AI, New York [email protected] [email protected] Ashwin Nayak University of Waterloo ‡ [email protected] Abstract Suppose we have many copies of an unknown n-qubit state ⇢. We measure some copies of ⇢ using a known two-outcome measurement E1, then other copies using a measurement E2, and so on. At each stage t, we generate a current hypothesis !t about the state ⇢, using the outcomes of the previous measurements. We show that it is possible to do this in a way that guarantees that Tr(E ! ) Tr(E ⇢) , the er- | i t − i | ror in our prediction for the next measurement, is at least " at most O n/"2 times. Even in the “non-realizable” setting—where there could be arbitrary noise in the measurement outcomes—we show how to output hypothesis states that incur at most O(pTn ) excess loss over the best possible state on the first T measurements. These results generalize a 2007 theorem by Aaronson on the PAC-learnability of quantum states, to the online and regret-minimization settings. We give three different ways to prove our results—using convex optimization, quantum postse- lection, and sequential fat-shattering dimension—which have different advantages in terms of parameters and portability. 1 Introduction State tomography is a fundamental task in quantum computing of great practical and theoretical importance. In a typical scenario, we have access to an apparatus that is capable of producing many copies of a quantum state, and we wish to obtain a description of the state via suitable measurements.
    [Show full text]
  • Experimental Realization of Quantum Tomography of Photonic Qudits Via Symmetric Informationally Complete Positive Operator-Valued Measures
    PHYSICAL REVIEW X 5, 041006 (2015) Experimental Realization of Quantum Tomography of Photonic Qudits via Symmetric Informationally Complete Positive Operator-Valued Measures N. Bent,1 H. Qassim,1 A. A. Tahir,1 D. Sych,2 G. Leuchs,1,2 L. L. Sánchez-Soto,2,3 E. Karimi,1,* and R. W. Boyd1,4 1Department of Physics, University of Ottawa, 150 Louis Pasteur, Ottawa, Ontario, K1N 6N5 Canada 2Max-Planck-Institut für die Physik des Lichts, Günther-Scharowsky-Straße 1, Bau 24, 91058 Erlangen, Germany 3Departamento de Óptica, Facultad de Física, Universidad Complutense, 28040 Madrid, Spain 4Institute of Optics, University of Rochester, Rochester, New York 14627, USA (Received 3 May 2015; published 12 October 2015) Symmetric informationally complete positive operator-valued measures provide efficient quantum state tomography in any finite dimension. In this work, we implement state tomography using symmetric informationally complete positive operator-valued measures for both pure and mixed photonic qudit states in Hilbert spaces of orbital angular momentum, including spaces whose dimension is not power of a prime. Fidelities of reconstruction within the range of 0.81–0.96 are obtained for both pure and mixed states. These results are relevant to high-dimensional quantum information and computation experiments, especially to those where a complete set of mutually unbiased bases is unknown. DOI: 10.1103/PhysRevX.5.041006 Subject Areas: Optics, Quantum Physics, Quantum Information I. INTRODUCTION generalizes the concept of a quantum measurement [10,11]. In the class of POVMs, symmetric informationally Quantum state tomography (QST) is an experimental complete (SIC) POVMs are optimal [12]. These POVMs procedure that allows the reconstruction of a quantum state have the significant advantage that they have been conjec- via direct measurements on identical copies of the state.
    [Show full text]