Training embedding quantum kernels with data re-uploading quantum neural networks
Kernel methods play a crucial role in machine learning and the Embedding Quantum
Kernels (EQKs), an extension to quantum systems, have shown very promising …
Kernels (EQKs), an extension to quantum systems, have shown very promising …
The role of data-induced randomness in quantum machine learning classification tasks
Quantum machine learning (QML) has surged as a prominent area of research with the
objective to go beyond the capabilities of classical machine learning models. A critical …
objective to go beyond the capabilities of classical machine learning models. A critical …
Data re-uploading in Quantum Machine Learning for time series: application to traffic forecasting
Accurate traffic forecasting plays a crucial role in modern Intelligent Transportation Systems
(ITS), as it enables real-time traffic flow management, reduces congestion, and improves the …
(ITS), as it enables real-time traffic flow management, reduces congestion, and improves the …
Fourier Analysis of Variational Quantum Circuits for Supervised Learning
VQC can be understood through the lens of Fourier analysis. It is already well-known that
the function space represented by any circuit architecture can be described through a …
the function space represented by any circuit architecture can be described through a …
Latent Style-based Quantum GAN for high-quality Image Generation
Quantum generative modeling is among the promising candidates for achieving a practical
advantage in data analysis. Nevertheless, one key challenge is to generate large-size …
advantage in data analysis. Nevertheless, one key challenge is to generate large-size …
arxiv: Latent Style-based Quantum GAN for high-quality Image Generation
Quantum generative modeling is among the promising candidates for achieving a practical
advantage in data analysis. Nevertheless, one key challenge is to generate large-size …
advantage in data analysis. Nevertheless, one key challenge is to generate large-size …