Theory of Neuromorphic Computing by Waves: Machine Learning by Rogue Waves, Dispersive Shocks, and Solitons

Heuristic recurrent algorithms for photonic Ising machines

(2020) Charles Roques-Carmes et al.   Nature Communications

Noise-enhanced spatial-photonic Ising machine

(2020) Davide Pierangeli et al.   Nanophotonics

Accelerating recurrent Ising machines in photonic integrated circuits

(2020) Mihika Prabhu et al.   Optica

From modulational instability to focusing dam breaks in water waves

(2020) Félicien Bonnefoy et al.   Physical Review Fluids

Machine Learning Methods for Control of Fibre Lasers with Double Gain Nonlinear Loop Mirror

(2019) Alexey Kokhanovskiy et al.   Scientific Reports

Inverse-designed metastructures that solve equations

(2019) Nasim Mohammadi Estakhri et al.   SCIENCE

Large-scale Coherent Ising Machine

(2019) Hiroki Takesue et al.   JOURNAL OF THE PHYSICAL SOCIETY OF JAPAN

Large-Scale Photonic Ising Machine by Spatial Light Modulation

(2019) D. Pierangeli et al.   PHYSICAL REVIEW LETTERS

Neuromorphic Computing in Ginzburg-Landau Polariton-Lattice Systems

(2019) Andrzej Opala et al.   Physical Review Applied

Universal linear optical operations on discrete phase-coherent spatial modes with a fixed and non-cascaded setup

(2019) Peng Zhao et al.   Journal of Optics

Experimental characterization of recurrences and separatrix crossing in modulational instability

(2019) Corentin Naveau et al.   OPTICS LETTERS

A poor man’s coherent Ising machine based on opto-electronic feedback systems for solving optimization problems

(2019) Fabian Böhm et al.   Nature Communications

Topological control of extreme waves

(2019) Giulia Marcucci et al.   Nature Communications

Reservoir Computing Using Laser Networks

(2019) Andre Rohm et al.   IEEE JOURNAL OF SELECTED TOPICS IN QUANTUM ELECTRONICS

Optical Reservoir Computing Using Multiple Light Scattering for Chaotic Systems Prediction

(2019) Jonathan Dong et al.   IEEE JOURNAL OF SELECTED TOPICS IN QUANTUM ELECTRONICS

Neuromorphic Photonics With Coherent Linear Neurons Using Dual-IQ Modulation Cells

(2019) George Mourgias-Alexandris et al.   JOURNAL OF LIGHTWAVE TECHNOLOGY

Wave physics as an analog recurrent neural network

(2019) Tyler W. Hughes et al.   Science Advances

Model-Free Prediction of Large Spatiotemporally Chaotic Systems from Data: A Reservoir Computing Approach

(2018) Jaideep Pathak et al.   PHYSICAL REVIEW LETTERS

Reinforcement learning in a large-scale photonic recurrent neural network

(2018) J. Bueno et al.   Optica

Design of deep echo state networks

(2018) Claudio Gallicchio et al.   NEURAL NETWORKS

All-optical machine learning using diffractive deep neural networks

(2018) Xing Lin et al.   SCIENCE

Evolutionary Photonics: Evolutionary Photonics for Renewable Energy, Nanomedicine, and Advanced Material Engineering (Laser Photonics Rev. 12(11)/2018)

(2018) Gael Favraud et al.   Laser & Photonics Reviews

Machine learning analysis of extreme events in optical fibre modulation instability

(2018) Mikko Närhi et al.   Nature Communications

Global optimization of spin Hamiltonians with gain-dissipative systems

(2018) Kirill P. Kalinin et al.   Scientific Reports

Leveraging Chaos for Wave-Based Analog Computation: Demonstration with Indoor Wireless Communication Signals

(2018) Philipp del Hougne et al.   Physical Review X

Deep learning with coherent nanophotonic circuits

(2017) Yichen Shen et al.   Nature Photonics

Randomness in neural networks: an overview

(2017) Simone Scardapane et al.   Wiley Interdisciplinary Reviews-Data Mining and Knowledge Discovery

Stochastic Configuration Networks: Fundamentals and Algorithms

(2017) Dianhui Wang et al.   IEEE Transactions on Cybernetics

Advances in photonic reservoir computing

(2017) Guy Van der Sande et al.   Nanophotonics

Data-driven discovery of partial differential equations

(2017) Samuel H. Rudy et al.   Science Advances

A fully programmable 100-spin coherent Ising machine with all-to-all connections

(2016) Peter L. McMahon et al.   SCIENCE

Deep learning

(2015) Yann LeCun et al.   NATURE

Deep learning in neural networks: An overview

(2015) Jürgen Schmidhuber   NEURAL NETWORKS

Experimental demonstration of reservoir computing on a silicon photonics chip

(2014) Kristof Vandoorne et al.   Nature Communications

An optical fiber network oracle for NP-complete problems

(2014) Kan Wu et al.   Light-Science & Applications

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

(2013) Daniel Brunner et al.   Nature Communications

The No-Prop algorithm: A new learning algorithm for multilayer neural networks

(2012) Bernard Widrow et al.   NEURAL NETWORKS

All-optical reservoir computing

(2012) François Duport et al.   OPTICS EXPRESS