Results 201 to 210 of about 146,281 (291)

Toward Useful Quantum Kernels

open access: yesAdvanced Quantum Technologies, EarlyView.
The hybrid approach to Quantum Supervised Machine Learning is compatible with Noisy Intermediate Scale Quantum (NISQ) devices but hardly useful. Pure quantum kernels requiring fault‐tolerant quantum computers are more promising. Examples are kernels computed by means of the Quantum Fourier Transform (QFT) and kernels defined via the calculation of ...
Massimiliano Incudini   +2 more
wiley   +1 more source

Strong Decay of Correlations for Gibbs States in Any Dimension. [PDF]

open access: yesJ Stat Phys
Bluhm A, Capel Á, Pérez-Hernández A.
europepmc   +1 more source

Statistical Complexity of Quantum Learning

open access: yesAdvanced Quantum Technologies, EarlyView.
The statistical performance of quantum learning is investigated as a function of the number of training data N$N$, and of the number of copies available for each quantum state in the training and testing data sets, respectively S$S$ and V$V$. Indeed, the biggest difference in quantum learning comes from the destructive nature of quantum measurements ...
Leonardo Banchi   +3 more
wiley   +1 more source

Quantum‐Noise‐Driven Generative Diffusion Models

open access: yesAdvanced Quantum Technologies, EarlyView.
Diffusion Models (DMs) are today a very popular class of generative models for Machine Learning (ML), using a noisy dynamics to learn an unknown density probability of a finite set of samples in order to generate new synthetic data. This study proposes a method to generalize them into the quantum domain by introducing and investigating what are termed ...
Marco Parigi   +2 more
wiley   +1 more source

Highly Sensitive Magnetometer with Continuous Excitation Ramsey Protocol by Utilizing Long Dephasing Time of Millimeter‐Scale Spin Ensembles in (111) Diamond

open access: yesAdvanced Quantum Technologies, EarlyView.
A highly sensitive magnetometer using a continuous excitation Ramsey protocol is demonstrated with millimeter‐scale spin ensembles in (111) diamond, achieving 15.8 pT/Hz${\mathrm{pT}}/\sqrt {{\mathrm{Hz}}} $ sensitivity at an excitation power of 160 mW.
Ikuya Fujisaki   +13 more
wiley   +1 more source

Ground-State Energy Estimation on Current Quantum Hardware through the Variational Quantum Eigensolver: A Practical Study. [PDF]

open access: yesJ Chem Theory Comput
Belaloui NE   +6 more
europepmc   +1 more source

Quantum‐Enhanced Simulated Annealing Using Rydberg Atoms

open access: yesAdvanced Quantum Technologies, EarlyView.
This study experimentally demonstrates that a Rydberg hybrid quantum‐classical algorithm, termed as quantum‐enhanced simulated annealing (QESA), provides a computational time advantage over a classical standalone simulated annealing (SA). This scatter plot represents the comparison of QESA versus SA for the 924 graphs with the sizes N=60$N=60$, 80 and ...
Seokho Jeong, Juyoung Park, Jaewook Ahn
wiley   +1 more source

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