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RESEARCH PAPER · Optica · 2019

All-optical neural network with nonlinear activation functions

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All-optical neural network with nonlinear activation functionsOriginalNoise‐enhanced spatial‐photonic Ising machine72Primer on silicon neuromorphic photonic processors: architecture and compiler52Photonic Neural Networks: A Survey148Computational inverse design for cascaded systems of metasurface optics97Performance evaluation of an integrated photonic convolutional neural network based on delay buffering and wavelength division multiplexing1An optical diffractive deep neural network with multiple frequency-channels7Backpropagation through nonlinear units for all-optical training of neural networks8A Review of Optical Neural Networks232Optical Nonlinear Activation Functions Based on MZI-Structure for Optical Neural Networks7Image enhancement in a miniature self-imaging degenerate optical cavity42D photonic memristor beyond graphene: progress and prospects80Photonic neuromorphic information processing and reservoir computing93Photonic architecture for reinforcement learning29In situ optical backpropagation training of diffractive optical neural networks241All-Optical Spiking Neuron Based on Passive Microresonator67Research on fully parallel matrix algorithm of ternary optical computer for the shortest path problem3Towards an intelligent photonic system8Machine Vision using Diffractive Spectral Encoding.1Machine-learning-assisted metasurface design for high-efficiency thermal emitter optimization233On-Chip Programmable Nonlinear Optical Signal Processor and Its Applications40Optical patching scheme for optical convolutional neural networks based on wavelength-division multiplexing and optical delay lines45A Diffractive Neural Network with Weight-Noise-Injection Training1All-optical non-linear activation function for neuromorphic photonic computing using semiconductor Fano lasers38Large-scale Ising emulation with four body interaction and all-to-all connections53Neural Network System for Processing Large-Volume Diagnostic Data1An all-optical proteretic switch using semiconductor ring lasers3Reconfigurable all-optical nonlinear activation functions for neuromorphic photonics178Unitary Learning for Deep Diffractive Neural Network2Deep Learning Enabled Nanophotonics10Cognitive Architecture With Episodic Memory0Adiabatic evolution on a spatial-photonic Ising machine80Digital electronic neural networks with analog nanophotonic frontends - a numerical study1Optical backpropagation training method and its applications3Integrated photonic neural network based on silicon metalines66Single-pixel pattern recognition with coherent nonlinear optics19Two-Shot Calibration Method for Phase-Only Spatial Light Modulators with Generalized Spatial Differentiator11Massively parallel amplitude-only Fourier neural network217Large-Scale Optical Reservoir Computing for Spatiotemporal Chaotic Systems Prediction186A survey of approaches for implementing optical neural networks66Unitary learning for diffractive deep neural network23Two-beam coupling by a hot electron nonlinearity152D materials in nonlinear optics3Express Wavenet: A lower parameter optical neural network with random shift wavelet pattern9An Embedded System for NILM Using Machine Learning0Design and Fabrication of 3D Interconnects for Photonic Neuronal Networks Using Two-Photon Polimerization8Free-Space Optical Neural Network Based on Optical Nonlinearity and Pooling Operations14Machine learning based on wave and diffusion physical systems2Programmable, high-speed all-optical nonlinear activation functions for neuromorphic photonics9Dark-state and loss-induced phenomena in the quantum-optical regime of Λ -type three-level systems7Backpropagation through nonlinear units for the all-optical training of neural networks89Physical Synthesis for Advanced Neural Network Processors7An optical neural chip for implementing complex-valued neural network666All-Optical Signal Processing of Vortex Beams with Diffractive Deep Neural Networks130Photonics for artificial intelligence and neuromorphic computing1731Optronic convolutional neural networks of multi-layers with different functions executed in optics for image classification61Efficient reservoir computing using field programmable gate array and electro-optic modulation18Free-space optical neural network based on thermal atomic nonlinearity100Controling the Propagation of Light in Multimode Fibers0Integrated Neuromorphic Photonics: Synapses, Neurons, and Neural Networks83All-optical neural network quantum state tomography1Robust and efficient single-pixel image classification with nonlinear optics18Spectrally encoded single-pixel machine vision using diffractive networks214A primer on the application of neural networks to covering array generation0Large-scale neuromorphic optoelectronic computing with a reconfigurable diffractive processing unit637Research progress in optical neural networks: theory, applications and developments199Multi-layer optical Fourier neural network based on the convolution theorem15Scalability of All-Optical Neural Networks Based on Spatial Light Modulators41Photonic extreme learning machine by free-space optical propagation101Single-chip photonic deep neural network for instantaneous image classification2Physics and Applications of High‐β Micro‐ and Nanolasers49Teaching a neural network with non-tunable exciton-polariton nodes.0Supervised and unsupervised learning using a fully-plastic all-optical unit of artificial intelligence based on solitonic waveguides18All-optical image identification with programmable matrix transformation14Analog Optical Computing for Artificial Intelligence107Energy-Efficient Neural Network Inference with Microcavity Exciton Polaritons29Implementation of Pruned Backpropagation Neural Network Based on Photonic Integrated Circuits4On-chip photonic diffractive optical neural network based on a spatial domain electromagnetic propagation model79All-optical synthesis of an arbitrary linear transformation using diffractive surfaces116Ti3C2Tx MXene Enabled All-Optical Nonlinear Activation Function for On-Chip Photonic Deep Neural Networks1Optical Multi-Imaging-Casting Accelerator for Fully Parallel Universal Convolution Computing1Silicon photonic-electronic neural network for fibre nonlinearity compensation303Stigmergic electronic gates and networks10A single metagrating metastructure for wave-based parallel analog computing1Optical diffractive deep neural network-based orbital angular momentum mode add–drop multiplexer28Intelligent designs in nanophotonics: from optimization towards inverse creation121Monolithic Silicon Photonic Architecture for Training Deep Neural Networks with Direct Feedback Alignment4Neuromorphic sensory computing63Direct construction of an optical linear transform and its application on optical complex data generation3All-optical logic gate computing for high-speed parallel information processing91Hybrid training of optical neural networks6Neural Computing with Photonic Media1Neural Network-Enhanced Optical Phase Conjugation for Nonlinearity Mitigation1Photonic Computing and Communication for Neural Network Accelerators2All-optical differentiator in frequency domain9T -operator limits on optical communication: Metaoptics, computation, and input-output transformations14A Comprehensive Survey on Nanophotonic Neural Networks: Architectures, Training Methods, Optimization, and Activations Functions10Learning to image and compute with multimode optical fibers53Two-photon polymerization simulation and fabrication of 3D microprinted suspended waveguides for on-chip optical interconnects36Low-depth optical neural networks9Modal approach to the dynamics of optical frequency combs and applications0Low-threshold all-optical nonlinear activation function based on a Ge/Si hybrid structure in a microring resonator94Photonic matrix multiplication lights up photonic accelerator and beyond563Singular value decomposition compressed ghost imaging7All-type optical logic gates using plasmonic coding metamaterials and multi-objective optimization25Recycling forward and backward frequency-multiplexed modes in a waveguide coupled to phased time-perturbed microrings for low-footprint neuromorphic computing2A programmable diffractive deep neural network based on a digital-coding metasurface array629Space-efficient optical computing with an integrated chip diffractive neural network376Parallel wave‐based analog computing using metagratings26Theoretical analysis of correlations between two quantum fields exciting a three-level system using the cluster-expansion approach0Quantized photonic neural network modeling method based on microring modulators7Generalized robust training scheme using genetic algorithm for optical neural networks with imprecise components49Optical neural network quantum state tomography17At the intersection of optics and deep learning: statistical inference, computing, and inverse design67All-Optical Nonlinear Activation Function Based on Germanium Silicon Hybrid Asymmetric Coupler38Reconfigurable Activation Functions in Integrated Optical Neural Networks40All‐optical ultrafast ReLU function for energy‐efficient nanophotonic deep learning87Training optronic convolutional neural networks on an optical system through backpropagation algorithms29First steps into coherent object classification using convolutional deep diffractive neural networks1All-Optical Recurrent Neural Network With Reconfigurable Activation Function13Electromagnetic wave-based extreme deep learning with nonlinear time-Floquet entanglement28A Compressed Reconstruction Network Combining Deep Image Prior and Autoencoding Priors for Single-Pixel Imaging15Third- and Second-Harmonic Generation in All-Dielectric Nanostructures: A Mini Review40Neural Networks Based on Ultrafast Time-Delayed Effects in Exciton Polaritons9Polarization multiplexed diffractive computing: all-optical implementation of a group of linear transformations through a polarization-encoded diffractive network121Programmable chalcogenide‐based all‐optical deep neural networks60Single image dehazing algorithm based on optical diffraction deep neural networks10Steady states of Λ-type three-level systems excited by quantum light with various photon statistics in lossy cavities3An on-chip photonic deep neural network for image classification687Hybrid training of optical neural networks72High-Speed Multi-Layer Convolutional Neural Network Based on Free-Space Optics10Neuromorphic Computing Based on Wavelength-Division Multiplexing12Neuromorphic photonic computing based on wavelength-division multiplexing0Neuromorphic processing and computing based on wavelength-division multiplexing0MXene‐Based Broadband Ultrafast Nonlinear Activator for Optical Computing46Nonlinear Computational Edge Detection Metalens69Polarized deep diffractive neural network for sorting, generation, multiplexing, and de-multiplexing of orbital angular momentum modes48Only-train-electrical-to-optical-conversion (OTEOC): simple diffractive neural networks with optical readout8Efficient optical reservoir computing for parallel data processing29Metamaterials: From fundamental physics to intelligent design100Si Microring Resonator Crossbar Array for On-Chip Inference and Training of the Optical Neural Network155Training a Neural Network with Exciton-Polariton Optical Nonlinearity18Optical Logic Gate Operations With Single-Pixel Imaging6Photonic multiplexing architectures for optical neuromorphic computation1Photonic Multiplexing Techniques for Optical Neuromorphic Computing2Photonic multiplexing methods for optical neuromorphic computing0Photonic multiplexing methods for optical neuromorphic computing0Neuromorphic Computing Based on Wavelength-Division Multiplexing191Universal Metasurfaces for Complete Linear Control of Coherent Light Transmission46Deep optical reservoir computing and chaotic synchronization predictions based on the cascade coupled optically pumped spin-VCSELs16Adversarial Attacks on an Optical Neural Network5

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  4. Computational inverse design for cascaded systems of metasurface optics

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