Experimental property reconstruction in a photonic quantum extreme learning machine

A Suprano, D Zia, L Innocenti, S Lorenzo, V Cimini… - Physical Review Letters, 2024 - APS
Recent developments have led to the possibility of embedding machine learning tools into
experimental platforms to address key problems, including the characterization of the …

Realising and compressing quantum circuits with quantum reservoir computing

S Ghosh, T Krisnanda, T Paterek, TCH Liew - Communications Physics, 2021 - nature.com
Quantum computers require precise control over parameters and careful engineering of the
underlying physical system. In contrast, neural networks have evolved to tolerate …

Squeezing as a resource for time series processing in quantum reservoir computing

J García-Beni, G Luca Giorgi, MC Soriano… - Optics …, 2024 - opg.optica.org
Squeezing is known to be a quantum resource in many applications in metrology,
cryptography, and computing, being related to entanglement in multimode settings. In this …

Cascaded Single Photons from Pulsed Quantum Excitation

JCL Carreño - arXiv preprint arXiv:2411.16539, 2024 - arxiv.org
A two-level system is the most fundamental building block of matter. Its response to classical
light is well known, as it converts pulses of coherent light into antibunched emission …

Quantum Computing AI: Application of Artificial Intelligence in the Era of Quantum Computing

A Nayak, A Patnaik, I Satpathy, A Khang… - … and Principles of …, 2024 - igi-global.com
In the ever-changing technological environment, the combination of artificial intelligence (AI)
with quantum computing represents an enormous potential frontier. This collaboration has …

How the form of weighted networks impacts quantum reservoir computation

A Hayashi, A Sakurai, S Nishio, WJ Munro… - arXiv preprint arXiv …, 2022 - arxiv.org
Quantum extreme reservoir computation (QERC) is a versatile quantum neural network
model that combines the concepts of extreme machine learning with quantum reservoir …

Reservoir computing in quantum systems

R Martínez Peña - 2023 - repositori.uib.es
[eng] Reservoir computing (RC) is a machine learning paradigm that exploits dynamical
systems to solve temporal tasks. This technique finds applications in very diverse fields such …