Role of coherence in many-body Quantum Reservoir Computing

A Palacios, R Martínez-Peña, MC Soriano… - Communications …, 2024 - nature.com
Abstract Quantum Reservoir Computing (QRC) offers potential advantages over classical
reservoir computing, including inherent processing of quantum inputs and a vast Hilbert …

Input-dependence in quantum reservoir computing

R Martínez-Peña, JP Ortega - arxiv preprint arxiv:2412.08322, 2024 - arxiv.org
Quantum reservoir computing is an emergent field in which quantum dynamical systems are
exploited for temporal information processing. In previous work, it was found a feature that …

Modular quantum extreme reservoir computing

HW Lau, A Hayashi, A Sakurai, WJ Munro… - arxiv preprint arxiv …, 2024 - arxiv.org
The connectivity between qubits plays a crucial role in the performance of quantum extreme
reservoir computing (QERC), particularly regarding long-range and inter-modular …

Stochastic Reservoir Computers

PJ Ehlers, HI Nurdin, D Soh - arxiv preprint arxiv:2405.12382, 2024 - arxiv.org
Reservoir computing is a form of machine learning that utilizes nonlinear dynamical systems
to perform complex tasks in a cost-effective manner when compared to typical neural …