Quantum Brain

Papers

Live trends in quantum computing research, updated daily from arXiv.

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31,274

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31,274 papers found

Quantum Bayesian computation

Nick Polson, Vadim O. Sokolov, Jianeng Xu·Aug 17, 2022

Quantum Bayesian computation is an emerging field that levers the computational gains available from quantum computers. They promise to provide an exponential speed‐up in Bayesian computation. Our article adds to the literature in three ways. First, ...

MathematicsComputer Science

Heart Disease Detection using Quantum Computing and Partitioned Random Forest Methods

Hanif Heidari, Gerhard Hellstern, Murugappan Murugappan·Aug 17, 2022

Heart disease morbidity and mortality rates are increasing, which has a negative impact on public health and the global economy. Early detection of heart disease reduces the incidence of heart mortality and morbidity. Recent research has utilized qua...

PhysicsComputer ScienceMathematics

Adaptive POVM implementations and measurement error mitigation strategies for near-term quantum devices

A. Glos, A. Nykanen, Elsi-Mari Borrelli +4 more·Aug 16, 2022

We present adaptive measurement techniques tailored for variational quantum algorithms on near-term small and noisy devices. In particular, we generalise earlier learning to measure strategies in two ways. First, by considering a class of adaptive po...

Physics

Rapid Discovery of Graphene Nanocrystals Using DFT and Bayesian Optimization with Neural Network Kernel

cSener Ozonder, H. K. Kuccukkartal·Aug 16, 2022

Density functional theory (DFT) is a powerful computational method used to obtain physical and chemical properties of materials. In the materials discovery framework, it is often necessary to virtually screen a large and high-dimensional chemical spa...

PhysicsMathematics

Mixed Quantum–Classical Method for Fraud Detection With Quantum Feature Selection

M. Grossi, Noelle Ibrahim, V. Radescu +4 more·Aug 16, 2022

This article presents a first end-to-end application of a quantum support vector machine (QSVM) algorithm for a classification problem in the financial payment industry using the IBM Safer Payments and IBM Quantum Computers via the Qiskit software st...

PhysicsComputer Science

Fidelity of the Kitaev honeycomb model under a quench

Wesley Roberts, M. Vogl, G. Fiete·Aug 16, 2022

Motivated by rapid developments in the field of quantum computing and the increasingly diverse nature of qubits, we theoretically study the influence that quenched outside disturbances have in an intermediately long time limit. We consider localized ...

Physics

Towards the simulation of transition-metal oxides of the cathode battery materials using VQE methods

M. Farag, J. Ghosh·Aug 16, 2022

Variational quantum eigensolver (VQE) is a hybrid quantum-classical technique that leverages noisy intermediate scale quantum (NISQ) hardware to obtain the minimum eigenvalue of a model Hamiltonian. VQE has so far been used to simulate condensed matt...

Physics

Partial Equivalence Checking of Quantum Circuits

Tian-Fu Chen, J. H. Jiang, Min-Hsiu Hsieh·Aug 16, 2022

Equivalence checking of quantum circuits is an essential element in quantum program compilation, in which a quantum program can be synthesized into different quantum circuits that may vary in the number of qubits, initialization requirements, and out...

PhysicsComputer Science

Optimal algorithms for learning quantum phase states

Srinivasan Arunachalam, S. Bravyi, Arko Dutt +1 more·Aug 16, 2022

We analyze the complexity of learning $n$-qubit quantum phase states. A degree-$d$ phase state is defined as a superposition of all $2^n$ basis vectors $x$ with amplitudes proportional to $(-1)^{f(x)}$, where $f$ is a degree-$d$ Boolean polynomial ov...

Computer SciencePhysics

Mean estimation when you have the source code; or, quantum Monte Carlo methods

Robin Kothari, R. O'Donnell·Aug 16, 2022

Suppose $\boldsymbol{y}$ is a real random variable, and one is given access to ``the code'' that generates it (for example, a randomized or quantum circuit whose output is $\boldsymbol{y}$). We give a quantum procedure that runs the code $O(n)$ times...

PhysicsComputer ScienceMathematics

Evaluate Quantum Combinatorial Optimization for Distribution Network Reconfiguration

P. Ngo, Christan Thomas, Hieu Nguyen +2 more·Aug 16, 2022

This paper aims to implement and evaluate the performance of quantum computing on solving combinatorial optimization problems arising from the operations of the power grid. To this end, we construct a novel mixed integer conic programming formulation...

Computer ScienceEngineering

Efficient Parameterised Compilation for Hybrid Quantum Programming

Anna M. Krol, Koen J. Mesman, A. Sarkar +1 more·Aug 16, 2022

Near term quantum devices have the potential to outperform classical computing through the use of hybrid classical-quantum algorithms such as Variational Quantum Eigensolvers. These iterative algorithms use a classical optimiser to update a parameter...

Computer SciencePhysics

A finite element configuration interaction method for Wigner localization

Xue Quan, Huajie Chen·Aug 16, 2022

The Wigner localization is an electron phase at low densities when the electrons are sharply localized around equilibrium positions. The simulation of the Wigner localization phenomenon requires careful treatment of the many-body correlations, as the...

PhysicsComputer Science

Tunable Planar Josephson Junctions Driven by Time-Dependent Spin-Orbit Coupling

D. Monroe, M. Alidoust, I. Žutić·Aug 16, 2022

Integrating conventional superconductors with common III-V semiconductors provides a versatile platform to implement tunable Josephson junctions (JJs) and their applications. We propose that with gate-controlled time-dependent spin-orbit coupling, it...

Physics

Exploring the scaling limitations of the variational quantum eigensolver with the bond dissociation of hydride diatomic molecules

Jacob M. Clary, E. Jones, Derek Vigil-Fowler +2 more·Aug 15, 2022

Materials simulations involving strongly correlated electrons pose fundamental challenges to state-of-the-art electronic structure methods but are hypothesized to be the ideal use case for quantum computing. To date, no quantum computer has simulated...

PhysicsComputer Science

Quantum Bandit With Amplitude Amplification Exploration in an Adversarial Environment

Byungjin Cho, Yu Xiao, Pan Hui +1 more·Aug 15, 2022

The rapid proliferation of learning systems in an arbitrarily changing environment mandates the need to manage tensions between exploration and exploitation. This work proposes a quantum-inspired bandit learning approach for the learning-and-adapting...

Computer SciencePhysicsEngineering

Fabrication of airbridges with gradient exposure

Yuting Sun, Jiayu Ding, Xiaoyu Xia +6 more·Aug 15, 2022

In superconducting quantum circuits, airbridges are critical for eliminating parasitic slotline modes of coplanar waveguide circuits and reducing crosstalks between direct current magnetic flux biases. Here, we present a technique for fabricating sup...

Physics

Modeling and simulation of a quantum thermal noise on the qubit

F. Chapeau-Blondeau·Aug 15, 2022

Quantum noise or decoherence is a major factor impacting the performance of quantum technologies. On the qubit, an important quantum noise, often relevant in practice, is the thermal noise or generalized amplitude damping noise, describing the intera...

Physics

On quantum factoring using noisy intermediate scale quantum computers

Vivian Phan, A. Ponni, M. Raasakka +1 more·Aug 15, 2022

We study the performance and resource usage of the variational quantum factoring (VQF) algorithm for different instance sizes and optimization algorithms. Our simulations show better chance of finding the ground state when using VQE rather than QAOA ...

Physics

Quantum Support Vector Machines for Aerodynamic Classification

Xinjian Yuan, Ziyang Chen, Yudan Liu +5 more·Aug 15, 2022

Aerodynamics plays an important role in aviation industry and aircraft design. Detecting and minimizing the phenomenon of flow separation from scattered pressure data on airfoil is critical for ensuring stable and efficient aviation. However, since i...

Physics
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