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

A formally certified end-to-end implementation of Shor’s factorization algorithm

Yuxiang Peng, Kesha Hietala, Runzhou Tao +4 more·Apr 14, 2022

Significance While hardware errors have garnered significant attention as the major obstacle to quantum computing, the error due to human factors in the implementation is less recognized. This paper identifies human programming errors as another impo...

MedicineComputer SciencePhysics

Tight Bounds for Quantum State Certification with Incoherent Measurements

Sitan Chen, Brice Huang, Jungshian Li +1 more·Apr 14, 2022

We consider the problem of quantum state certification, where we are given the description of a mixed state $\sigma\in\mathbb{C}^{d\times d},n$ copies of a mixed state $\rho\in\mathbb{C}^{d\times d}$, and $\varepsilon\gt 0$, and we are asked to deter...

Computer SciencePhysicsMathematics

Experimental quantum state discrimination using the optimal fixed rate of inconclusive outcomes strategy

Santiago G'omez, E. G'omez, O. Jim'enez +3 more·Apr 14, 2022

The problem of non-orthogonal state discrimination underlies crucial quantum information tasks, such as cryptography and computing protocols. Therefore, it is decisive to find optimal scenarios for discrimination among quantum states. We experimental...

MedicinePhysics

Programming Quantum Hardware via Levenberg Marquardt Machine Learning

J. Steck, Nathan L. Thompson, E. Behrman·Apr 14, 2022

—We present an improved method for quantum machine learning, using a modified Levenberg-Marquardt (LM) method. The LM method is a powerful hybrid reinforcement learning technique ideally suited to quantum machine learning as it only requires knowledg...

Physics

NEQRX: Efficient Quantum Image Encryption with Reduced Circuit Complexity

Rakesh Saini, B. K. Behera, S. Al-kuwari +1 more·Apr 14, 2022

Cryptography plays an important role in ensuring data security and authentication within information processing systems. As the prevalence of digital imagery continues to grow, safeguarding this form of data becomes increasingly crucial. However, exi...

Physics

Efficient and practical quantum compiler towards multi-qubit systems with deep reinforcement learning

Qiuhao Chen, Yuxuan Du, Yuliang Jiao +3 more·Apr 14, 2022

Efficient quantum compiling is essential for complex quantum algorithms realization. The Solovay–Kitaev (S–K) theorem offers a theoretical lower bound on the required operations for approaching any unitary operator. However, it is still an open quest...

PhysicsComputer Science

Optimal resource allocation for flexible-grid entanglement distribution networks.

J. Alnas, M. Alshowkan, N. Rao +2 more·Apr 13, 2022

We use a genetic algorithm (GA) as a design aid for determining the optimal provisioning of entangled photon spectrum in flex-grid quantum networks with arbitrary numbers of channels and users. After introducing a general model for entanglement distr...

MedicinePhysics

Quantum clustering and jet reconstruction at the LHC

Jorge J. Martínez de Lejarza, L. Cieri, G. Rodrigo·Apr 13, 2022

Clustering is one of the most frequent problems in many domains, in particular, in particle physics where jet reconstruction is central in experimental analyses. Jet clustering at the CERN's Large Hadron Collider (LHC) is computationally expensive an...

Physics

Automated Atomic Silicon Quantum Dot Circuit Design via Deep Reinforcement Learning

Robert Lupoiu, S. Ng, Jonathan A. Fan +1 more·Apr 13, 2022

Robust automated design tools are crucial for the proliferation of any computing technology. We introduce the first automated design tool for the silicon dangling bond quantum dot computing technology, which is an extremely versatile and flexible sin...

Computer SciencePhysics

Clifford Circuits can be Properly PAC Learned if and only if RP=NP

Daniel Liang·Apr 13, 2022

Given a dataset of input states, measurements, and probabilities, is it possible to efficiently predict the measurement probabilities associated with a quantum circuit? Recent work of Caro and Datta \cite{2020Caro} studied the problem of PAC learning...

Computer SciencePhysics

An End-to-End Analysis of EMFI on Bit-sliced Post-Quantum Implementations

Richa Singh, Saad Islam, B. Sunar +1 more·Apr 13, 2022

Bit-slicing is a software implementation technique that treats an N-bit processor datapath as N parallel single-bit datapaths. The natural spatial redundancy of bit-sliced software can be used to build countermeasures against implementation attacks. ...

Computer Science

A quantum generative model for multi-dimensional time series using Hamiltonian learning

H. Horowitz, Pooja S B. Rao, Santosh Kumar Radha·Apr 13, 2022

Synthetic data generation has proven to be a promising solution for addressing data availability issues in various domains. Even more challenging is the generation of synthetic time series data, where one has to preserve temporal dynamics, i.e. , the...

Computer SciencePhysicsMathematics

Statistical analysis on random quantum circuit sampling by Sycamore and Zuchongzhi quantum processors

Sangchul Oh, S. Kais·Apr 12, 2022

Random quantum sampling, a task to sample bit-strings from a random quantum circuit, is considered one of suitable benchmark tasks to demonstrate the outperformance of quantum computers even with noisy qubits. Recently, random quantum sampling was pe...

Physics

Characterizing Error Mitigation by Symmetry Verification in QAOA

Ashish Kakkar, Jeffrey Larson, A. Galda +1 more·Apr 12, 2022

Hardware errors are a major obstacle to demonstrating quantum advantage with the quantum approximate optimization algorithm (QAOA). Recently, symmetry verification has been proposed and empirically demonstrated to boost the quantum state fidelity, th...

PhysicsComputer Science

Hybrid quantum-classical heuristic for the bin packing problem

Mikel Garcia de Andoin, E. Osaba, I. Oregi +2 more·Apr 12, 2022

Optimization problems is one of the most challenging applications of quantum computers, as well as one of the most relevants. As a consequence, it has attracted huge efforts to obtain a speedup over classical algorithms using quantum resources. Up to...

Computer SciencePhysics

Ground state preparation and energy estimation on early fault-tolerant quantum computers via quantum eigenvalue transformation of unitary matrices

Yulong Dong, Lin Lin, Yu Tong·Apr 12, 2022

Under suitable assumptions, the algorithms in [Lin, Tong, Quantum 2020] can estimate the ground state energy and prepare the ground state of a quantum Hamiltonian with near-optimal query complexities. However, this is based on a block encoding input ...

PhysicsComputer ScienceMathematics

Binary Control Pulse Optimization for Quantum Systems

Xinyu Fei, L. Brady, Jeffrey Larson +2 more·Apr 12, 2022

Quantum control aims to manipulate quantum systems toward specific quantum states or desired operations. Designing highly accurate and effective control steps is vitally important to various quantum applications, including energy minimization and cir...

PhysicsComputer Science

General Hamiltonian Representation of ML Detection Relying on the Quantum Approximate Optimization Algorithm

Jingjing Cui, G. Long, L. Hanzo·Apr 11, 2022

The quantum approximate optimization algorithm (QAOA) conceived for solving combinatorial optimization problems has attracted significant interest since it can be run on the existing noisy intermediate-scale quantum (NISQ) devices. A primary step of ...

Computer ScienceMathematicsPhysics

Experimentally Finding Dense Subgraphs Using a Time-Bin Encoded Gaussian Boson Sampling Device

S. Sempere-Llagostera, R. Patel, I. Walmsley +1 more·Apr 11, 2022

Gaussian boson sampling (GBS) is a quantum computing concept based on drawing samples from a multimode nonclassical Gaussian state using photon-number resolving detectors. It was initially posed as a near-term approach to achieve quantum advantage, a...

Physics

Perfect Photon Indistinguishability from a Set of Dissipative Quantum Emitters

J. Guimbao, L. Sanchis, L. Weituschat +2 more·Apr 11, 2022

Single photon sources (SPS) based on semiconductor quantum dot (QD) platforms are restricted to low temperature (T) operation due to the presence of strong dephasing processes. Although the integration of QD in optical cavities provides an enhancemen...

MedicinePhysics
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