Photonics for artificial intelligence and neuromorphic computing

BJ Shastri, AN Tait, T Ferreira de Lima, WHP Pernice… - Nature …, 2021 - nature.com
Research in photonic computing has flourished due to the proliferation of optoelectronic
components on photonic integration platforms. Photonic integrated circuits have enabled …

[HTML][HTML] Recent advances in physical reservoir computing: A review

G Tanaka, T Yamane, JB Héroux, R Nakane… - Neural Networks, 2019 - Elsevier
Reservoir computing is a computational framework suited for temporal/sequential data
processing. It is derived from several recurrent neural network models, including echo state …

100,000-spin coherent Ising machine

T Honjo, T Sonobe, K Inaba, T Inagaki, T Ikuta… - Science …, 2021 - science.org
Computers based on physical systems are increasingly anticipated to overcome the
impending limitations on digital computer performance. One such computer is a coherent …

Polariton condensates for classical and quantum computing

A Kavokin, TCH Liew, C Schneider… - Nature Reviews …, 2022 - nature.com
Polariton lasers emit coherent monochromatic light through a spontaneous emission
process. As a rare example of a system in which Bose–Einstein condensation and …

Physical reservoir computing—an introductory perspective

K Nakajima - Japanese Journal of Applied Physics, 2020 - iopscience.iop.org
Understanding the fundamental relationships between physics and its information-
processing capability has been an active research topic for many years. Physical reservoir …

Experimental demonstration of reservoir computing on a silicon photonics chip

K Vandoorne, P Mechet, T Van Vaerenbergh… - Nature …, 2014 - nature.com
In today's age, companies employ machine learning to extract information from large
quantities of data. One of those techniques, reservoir computing (RC), is a decade old and …

Parallel photonic information processing at gigabyte per second data rates using transient states

D Brunner, MC Soriano, CR Mirasso… - Nature communications, 2013 - nature.com
The increasing demands on information processing require novel computational concepts
and true parallelism. Nevertheless, hardware realizations of unconventional computing …

High-speed photonic reservoir computing using a time-delay-based architecture: Million words per second classification

L Larger, A Baylón-Fuentes, R Martinenghi… - Physical Review X, 2017 - APS
Reservoir computing, originally referred to as an echo state network or a liquid state
machine, is a brain-inspired paradigm for processing temporal information. It involves …

Multilayer Reservoir Computing Based on Ferroelectric α‐In2Se3 for Hierarchical Information Processing

K Liu, B Dang, T Zhang, Z Yang, L Bao, L Xu… - Advanced …, 2022 - Wiley Online Library
Dynamic physical systems such as reservoir computing (RC) architectures show a great
prospect in temporal information processing, whereas hierarchical information processing …

Advances in photonic reservoir computing

G Van der Sande, D Brunner, MC Soriano - Nanophotonics, 2017 - degruyter.com
We review a novel paradigm that has emerged in analogue neuromorphic optical
computing. The goal is to implement a reservoir computer in optics, where information is …