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Papers

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

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31,062

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15,280 papers in 12 months (-10% vs prior quarter)

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31,062 papers found

Practicality of training a quantum-classical machine in the NISQ era

T. Dutta, Alex Jin, Clarence Liu Huihong +2 more·Jan 22, 2024

Advancements in classical computing have significantly enhanced machine learning applications, yet inherent limitations persist in terms of energy, resource and speed. Quantum machine learning algorithms offer a promising avenue to overcome these lim...

Physics

Universal scaling hypothesis of quantum spatial search in complex networks

Reiko Sato, T. Nikuni, Kayoko Nohara +2 more·Jan 22, 2024

Since quantum spatial searches on networks have a strong network dependence, the question arises whether the universal perspective exists in this quantum algorithm for various networks. Here, we propose a universal scaling hypothesis of the quantum s...

Physics

Evaluation of QCNN-LSTM for Disability Forecasting in Multiple Sclerosis Using Sequential Multisequence MRI

John D. Mayfield, I. E. Naqa·Jan 22, 2024

Introduction Quantum Convolutional Neural Network (QCNN)-Long Short-Term Memory (LSTM) models were studied to provide sequential relationships for each timepoint in MRIs of patients with Multiple Sclerosis (MS). In this pilot study, we compared three...

Computer ScienceEngineering

Quantum Architecture Search with Unsupervised Representation Learning

Yize Sun, Zixin Wu, Volker Tresp +1 more·Jan 21, 2024

Unsupervised representation learning presents new opportunities for advancing Quantum Architecture Search (QAS) on Noisy Intermediate-Scale Quantum (NISQ) devices. QAS is designed to optimize quantum circuits for Variational Quantum Algorithms (VQAs)...

Quantum Physicscs.LG

Elliptic curves in continuous-variable quantum systems

Maxwell Aifer, E. Sheldon·Jan 21, 2024

Elliptic curves are planar curves which can be used to define an abelian group. The efficient computation of discrete logarithms over this group is a longstanding problem relevant to cryptography. It may be possible to efficiently compute these logar...

PhysicsMathematics

Counter-factual carving exponentially improves entangled-state fidelity

Joshua Ramette, Josiah Sinclair, Vladan Vuleti'c·Jan 21, 2024

We propose a new method,"counter-factual"carving, that uses the"no-jump"evolution of a probe to generate entangled many-body states of high fidelity. The probe is coupled to a target ensemble of qubits and engineered to exponentially decay at a rate ...

Physics

Majorana modes and their Floquet engineering in a trapped-ion system

Ming-Jian Gao, Yu-Peng Ma, Jun-Hong An·Jan 21, 2024

Obeying non-Abelian statistics, Majorana fermions holds a promise to implement fault-tolerant quantum computing. It was found that Majorana fermions can be simulated by the zero-energy excitation in a nanowire with strong spin-orbit coupling interact...

Physics

A comprehensive review of quantum machine learning: from NISQ to fault tolerance

Yunfei Wang, Junyu Liu·Jan 21, 2024

Quantum machine learning, which involves running machine learning algorithms on quantum devices, has garnered significant attention in both academic and business circles. In this paper, we offer a comprehensive and unbiased review of the various conc...

MedicinePhysicsComputer ScienceMathematics

Quantum Inspired Chaotic Salp Swarm Optimization for Dynamic Optimization

Sanjai Pathak, Ashish Mani, Mayank Sharma +1 more·Jan 21, 2024

Many real-world problems are dynamic optimization problems that are unknown beforehand. In practice, unpredictable events such as the arrival of new jobs, due date changes, and reservation cancellations, changes in parameters or constraints make the ...

Computer Science

VQC-based reinforcement learning with data re-uploading: performance and trainability

Rodrigo Coelho, A. Sequeira, Luís Paulo Santos·Jan 21, 2024

Reinforcement learning (RL) consists of designing agents that make intelligent decisions without human supervision. When used alongside function approximators such as Neural Networks (NNs), RL is capable of solving extremely complex problems. Deep Q-...

Computer SciencePhysics

Inner structure of the many-body localization transition and the fulfillment of the Harris criterion

Jie Chen, Chun Chen, Xiaoqun Wang·Jan 20, 2024

We treat the disordered Heisenberg model in 1D as the standard model of many-body localization (MBL). Two new and independent order parameters stemming solely from the half-chain von Neumann entanglement entropy $S_{\textrm{vN}}$ are introduced to pr...

cond-mat.dis-nncond-mat.str-elQuantum Physics

Exponentially slow thermalization and the robustness of Hilbert space fragmentation

Yiqiu Han, Xiao Chen, Ethan Lake·Jan 20, 2024

The phenomenon of Hilbert space fragmentation, whereby dynamical constraints fragment Hilbert space into many disconnected sectors, provides a simple mechanism by which thermalization can be arrested. However, little is known about how thermalization...

Quantum Physicscond-mat.stat-mechcond-mat.str-el

Adaptive Quantum Optimized Centroid Initialization

Nicholas R. Allgood, Ajinkya Borle, Charles K. Nicholas·Jan 20, 2024

Prototype-based clustering algorithms such as k-means are sensitive to the selection of initial cluster centroids, with poor initialization leading to slower convergence and suboptimal solutions trapped in local minima. We present Adaptive Quantum Op...

Quantum PhysicsEmerging Tech

A multiple-circuit approach to quantum resource reduction with application to the quantum lattice Boltzmann method

Melody Lee, Zhixin Song, Sriharsha Kocherla +3 more·Jan 20, 2024

This work proposes a multi-circuit quantum lattice Boltzmann method (QLBM) algorithm that leverages parallel quantum computing to reduce quantum resource requirements. Computational fluid dynamics (CFD) simulations often entail a large computational ...

Computer SciencePhysics

Does True Randomness Exist? Efficacy Testing IBM Quantum Computers via Statistical Randomness

Owen Root, M. Becker·Jan 20, 2024

The fundamental principles of quantum mechanics, such as its probabilistic nature, allow for the theoretical ability of quantum computers to generate statistically random numbers, as opposed to classical computers which are only able to generate pseu...

Physics

Lossy Compression for Schr\"odinger-style Quantum Simulations

Noah Huffman, Dmitri S. Pavlichin, T. Weissman·Jan 20, 2024

Simulating quantum circuits on classical hardware is a powerful and necessary tool for developing and testing quantum algorithms and hardware as well as evaluating claims of quantum supremacy in the Noisy Intermediate-Scale Quantum (NISQ) regime. Sch...

Physics

Trade-offs between classical and quantum space using spooky pebbling

Arend-Jan Quist, Alfons Laarman·Jan 19, 2024

Pebble games are used to study space/time trade-offs. Recently, spooky pebble games were introduced to study classical space / quantum space / time trade-offs for simulation of classical circuits on quantum computers. In this paper, the spooky pebble...

Quantum Physicscs.LO

Thresholds for the distributed surface code in the presence of memory decoherence

Sébastian de Bone, Paul Möller, Conor E. Bradley +2 more·Jan 19, 2024

In the search for scalable, fault-tolerant quantum computing, distributed quantum computers are promising candidates. These systems can be realized in large-scale quantum networks or condensed onto a single chip with closely situated nodes. We presen...

Physics

Coherent Control of the Fine-Structure Qubit in a Single Alkaline-Earth Atom.

Govind Unnikrishnan, Philipp Ilzhofer, Achim Scholz +10 more·Jan 19, 2024

We report on the first realization of a novel neutral atom qubit encoded in the spin-orbit coupled metastable states ^{3}P_{0} and ^{3}P_{2} of a single ^{88}Sr atom trapped in an optical tweezer. Raman coupling of the qubit states promises rapid sin...

PhysicsMedicine

Logical Noise Bias in Magic State Injection

Nicholas Fazio, Robin Harper, Stephen D. Bartlett·Jan 19, 2024

Fault-tolerant architectures aim to reduce the noise of a quantum computation. Despite such architectures being well studied a detailed understanding of how noise is transformed in a fault-tolerant primitive such as magic state injection is currently...

Computer SciencePhysics
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