Results 261 to 270 of about 649,170 (367)
Exponential Stability and Hypoelliptic Regularization for the Kinetic Fokker-Planck Equation with Confining Potential. [PDF]
Arnold A, Toshpulatov G.
europepmc +1 more source
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
Tangent space functional reconfigurations in individuals at risk for alcohol use disorder. [PDF]
Moghaddam M+8 more
europepmc +1 more source
Statistical Complexity of Quantum Learning
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
Error evaluation of partial scattering functions obtained from contrast-variation small-angle neutron scattering. [PDF]
Mayumi K+4 more
europepmc +1 more source
Quantum‐Noise‐Driven Generative Diffusion Models
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
Decomposed Gaussian Processes for Efficient Regression Models with Low Complexity. [PDF]
Fradi A, Tran TT, Samir C.
europepmc +1 more source
Efficient Simulation of Open Quantum Systems on NISQ Trapped‐Ion Hardware
Open quantum systems exhibit rich dynamics that can be simulated efficiently on quantum computers, allowing us to learn more about their behavior. This work applies a new method to simulate certain open quantum systems on noisy trapped‐ion quantum hardware.
Colin Burdine+3 more
wiley +1 more source