A memristor-based analogue reservoir computing system for real-time and power-efficient signal processing

Deep physical neural networks trained with backpropagation

(2022) Logan G. Wright et al.   NATURE

Rotating neurons for all-analog implementation of cyclic reservoir computing

(2022) Xiangpeng Liang et al.   Nature Communications

Dynamic memristor-based reservoir computing for high-efficiency temporal signal processing

(2021) Yanan Zhong et al.   Nature Communications

In situ learning using intrinsic memristor variability via Markov chain Monte Carlo sampling

(2021) Thomas Dalgaty et al.   Nature Electronics

Photonics for artificial intelligence and neuromorphic computing

(2021) Bhavin J. Shastri et al.   Nature Photonics

Avalanches and edge-of-chaos learning in neuromorphic nanowire networks

(2021) Joel Hochstetter et al.   Nature Communications

Next generation reservoir computing

(2021) Daniel J. Gauthier et al.   Nature Communications

In materia reservoir computing with a fully memristive architecture based on self-organizing nanowire networks

(2021) Gianluca Milano et al.   NATURE MATERIALS

Fully hardware-implemented memristor convolutional neural network

(2020) Peng Yao et al.   NATURE

Power-efficient neural network with artificial dendrites

(2020) Xinyi Li et al.   Nature Nanotechnology

Power-efficient combinatorial optimization using intrinsic noise in memristor Hopfield neural networks

(2020) Fuxi Cai et al.   Nature Electronics

Neuro-inspired computing chips

(2020) Wenqiang Zhang et al.   Nature Electronics

Third-order nanocircuit elements for neuromorphic engineering

(2020) Suhas Kumar et al.   NATURE

Integer Echo State Networks: Efficient Reservoir Computing for Digital Hardware

(2020) Denis Kleyko et al.   IEEE Transactions on Neural Networks and Learning Systems

Recent advances in physical reservoir computing: A review

(2019) Gouhei Tanaka et al.   NEURAL NETWORKS

Efficient and self-adaptive in-situ learning in multilayer memristor neural networks

(2018) Can Li et al.   Nature Communications

Reservoir Computing With Spin Waves Excited in a Garnet Film

(2018) Ryosho Nakane et al.   IEEE Access

Neuromorphic computing with nanoscale spintronic oscillators

(2017) Jacob Torrejon et al.   NATURE

Energy efficient parallel neuromorphic architectures with approximate arithmetic on FPGA

(2017) Qian Wang et al.   NEUROCOMPUTING

Face classification using electronic synapses

(2017) Peng Yao et al.   Nature Communications

Digital Implementation of a Single Dynamical Node Reservoir Computer

(2015) Miquel L. Alomar et al.   IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS II-EXPRESS BRIEFS

Experimental demonstration of reservoir computing on a silicon photonics chip

(2014) Kristof Vandoorne et al.   Nature Communications

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

(2013) Daniel Brunner et al.   Nature Communications

Photonic Nonlinear Transient Computing with Multiple-Delay Wavelength Dynamics

(2012) Romain Martinenghi et al.   PHYSICAL REVIEW LETTERS

Information processing using a single dynamical node as complex system

(2011) L. Appeltant et al.   Nature Communications

The missing memristor found

(2008) Dmitri B. Strukov et al.   NATURE