Efficient design of hardware-enabled reservoir computing in FPGAs

Photonic machine learning implementation for signal recovery in optical communications

(2018) Apostolos Argyris et al.   Scientific Reports

Mastering the game of Go without human knowledge

(2017) David Silver et al.   NATURE

Neuromorphic computing with nanoscale spintronic oscillators

(2017) Jacob Torrejon et al.   NATURE

Online Training of an Opto-Electronic Reservoir Computer Applied to Real-Time Channel Equalization

(2017) Piotr Antonik et al.   IEEE Transactions on Neural Networks and Learning Systems

High-Speed Photonic Reservoir Computing Using a Time-Delay-Based Architecture: Million Words per Second Classification

(2017) Laurent Larger et al.   Physical Review X

Deep learning

(2015) Yann LeCun et al.   NATURE

Laser chimeras as a paradigm for multistable patterns in complex systems

(2015) Laurent Larger et al.   Nature Communications

Delay-Based Reservoir Computing: Noise Effects in a Combined Analog and Digital Implementation

(2015) Miguel C. Soriano et al.   IEEE Transactions on Neural Networks and Learning Systems

Optoelectronic Systems Trained With Backpropagation Through Time

(2015) Michiel Hermans et al.   IEEE Transactions on Neural Networks and Learning Systems

Experimental demonstration of reservoir computing on a silicon photonics chip

(2014) Kristof Vandoorne et al.   Nature Communications

Virtual Chimera States for Delayed-Feedback Systems

(2013) Laurent Larger et al.   PHYSICAL REVIEW LETTERS

Complex photonics: Dynamics and applications of delay-coupled semiconductors lasers

(2013) Miguel C. Soriano et al.   REVIEWS OF MODERN PHYSICS

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

(2013) Daniel Brunner et al.   Nature Communications

All-optical reservoir computing

(2012) François Duport et al.   OPTICS EXPRESS

Photonic information processing beyond Turing: an optoelectronic implementation of reservoir computing

(2012) L. Larger et al.   OPTICS EXPRESS

Photonic Nonlinear Transient Computing with Multiple-Delay Wavelength Dynamics

(2012) Romain Martinenghi et al.   PHYSICAL REVIEW LETTERS

Recurrent Kernel Machines: Computing with Infinite Echo State Networks

(2011) Michiel Hermans et al.   NEURAL COMPUTATION

Information processing using a single dynamical node as complex system

(2011) L. Appeltant et al.   Nature Communications