Using Variational Quantum Algorithm to Solve the LWE Problem [PDF]
Entropy, 2022 The variational quantum algorithm (VQA) is a hybrid classical–quantum algorithm. It can actually run in an intermediate-scale quantum device where the number of available qubits is too limited to perform quantum error correction, so it is one of the most
Lihui Lv +6 more
doaj +2 more sources
Variational quantum algorithm for node embedding [PDF]
Fundamental ResearchQuantum machine learning has made remarkable progress in many important tasks. However, the gate complexity of the initial state preparation is seldom considered in lots of quantum machine learning algorithms, making them non-end-to-end. Herein, we propose a quantum algorithm for the node embedding problem that maps a node graph's topological structure
Gui Lu Long, Hang Li
exaly +5 more sources
Numerical solution of nonlinear Schrödinger equation by a hybrid pseudospectral-variational quantum algorithm [PDF]
Scientific ReportsThe time-dependent one-dimensional nonlinear Schrödinger equation (NLSE) is solved numerically by a hybrid pseudospectral-variational quantum algorithm that connects a pseudospectral step for the Hamiltonian term with a variational step for the nonlinear
Nikolas Köcher +4 more
doaj +2 more sources
Consensus-based qubit configuration optimization for variational algorithms on neutral atom quantum systems [PDF]
npj Quantum InformationWe report an algorithm that is able to tailor qubit interactions for individual variational quantum algorithm problems. The algorithm leverages the unique ability of a neutral atom tweezer platform to realize arbitrary qubit position configurations ...
Robert J. P. T. de Keijzer +3 more
doaj +2 more sources
Variational Quantum Algorithm Applied to Collision Avoidance of Unmanned Aerial Vehicles [PDF]
Entropy, 2022 Qiting Li, Zhaolong Huang
exaly +2 more sources
Quantum algorithms for grid-based variational time evolution [PDF]
Quantum, 2023 The simulation of quantum dynamics calls for quantum algorithms working in first quantized grid encodings. Here, we propose a variational quantum algorithm for performing quantum dynamics in first quantization.
Pauline J Ollitrault +6 more
doaj +1 more source
Variational quantum classifiers through the lens of the Hessian.
PLoS ONE, 2022 In quantum computing, the variational quantum algorithms (VQAs) are well suited for finding optimal combinations of things in specific applications ranging from chemistry all the way to finance.
Pinaki Sen +3 more
doaj +2 more sources
Neural-network variational quantum algorithm for simulating many-body dynamics
Physical Review Research, 2021 We propose a neural-network variational quantum algorithm to simulate the time evolution of quantum many-body systems. Based on a modified restricted Boltzmann machine (RBM) wave function ansatz, the proposed algorithm can be efficiently implemented in ...
Chee Kong Lee +3 more
doaj +1 more source
An efficient quantum algorithm for the time evolution of parameterized circuits [PDF]
Quantum, 2021 We introduce a novel hybrid algorithm to simulate the real-time evolution of quantum systems using parameterized quantum circuits. The method, named "projected – Variational Quantum Dynamics" (p-VQD) realizes an iterative, global projection of the exact ...
Stefano Barison +2 more
doaj +1 more source
Variational quantum and quantum-inspired clustering
Scientific Reports, 2023 Here we present a quantum algorithm for clustering data based on a variational quantum circuit. The algorithm allows to classify data into many clusters, and can easily be implemented in few-qubit Noisy Intermediate-Scale Quantum devices. The idea of the
Pablo Bermejo, Román Orús
doaj +1 more source