Cover Image

Efficient training for large-scale optical neural network using an evolutionary strategy and attention pruning

Fuente: arXiv

Saved in:

Bibliographic Details
Main Authors:	Yang, Zhiwei, Fan, Zeyang, Lai, Yihang, Chen, Qi, Zhang, Tian, Dai, Jian, Xu, Kun
Format:	Preprint
Published:	2025
Subjects:	Machine Learning Optics
Online Access:	Acceder al recurso
Tags:	Add Tag No Tags, Be the first to tag this record!

Similar Items

Online training and pruning of multi-wavelength photonic neural networks
by: Zhang, Jiawei, et al.
Published: (2024)

Control-free and efficient integrated photonic neural networks via hardware-aware training and pruning
by: Xu, Tengji, et al.
Published: (2024)

Faster calculations of optical trapping using neural networks trained by T-matrix data: an application to micro and nanoplastics
by: Rezaei, Shadi, et al.
Published: (2025)

Optoelectronic recurrent neural network using optical-electrical-optical converters with RC delay
by: Arahata, Masaya, et al.
Published: (2024)

Multi-dimensional optical neural network
by: Jia, Zhetao, et al.
Published: (2024)

All-optical Fourier neural network using partially coherent light
by: Qin, Jianwei, et al.
Published: (2024)

An all-optical convolutional neural network for image identification
by: Fu, Wei-Wei, et al.
Published: (2025)

Dynamically Reconfigurable Optical Skyrmions Enabled by a Silicon Microring Optical Phased Array for Robust Free-Space Communication
by: Cai, Zili, et al.
Published: (2026)

Metasurface-empowered freely-arrangeable multi-task diffractive neural networks with weighted training
by: Tian, Yudong, et al.
Published: (2025)

Scalable multilayer diffractive neural network with all-optical nonlinear activation
by: Dong, Yiying, et al.
Published: (2025)

Demultiplexing through a multimode fiber using chip-scale diffractive neural networks
by: Zhang, Qian, et al.
Published: (2025)

Metasurface-encoded optical neural network wavefront sensing for high-speed adaptive optics
by: Jimenez, Arturo Martin, et al.
Published: (2026)

Compact and programmable large-scale optical processor in free space
by: Ammendola, Maria Gorizia, et al.
Published: (2025)

A scalable and programmable optical neural network in a time-synthetic dimension
by: Wu, Bei, et al.
Published: (2025)

Efficient nanophotonic devices optimization using deep neural network trained with physics-based transfer learning (PBTL) methodology
by: Kim, Gibaek, et al.
Published: (2025)

RoNo: A novel way in generating reconfigurable on-chip nonlinear activation functions
by: Cai, Zili, et al.
Published: (2025)

A neural network for forward and inverse nonlinear Fourier transforms for fiber optic communication
by: Zhang, Wen Qi, et al.
Published: (2024)

The thin line for optical neural networks towards broad practical relevance
by: Skalli, Anas, et al.
Published: (2026)

Deep diffractive optical neural networks for detecting Skyrmionic topologies of light
by: Bezuidenhout, Hadrian, et al.
Published: (2025)

Scalable optical neural network with nonlocally coupled coherent photonic processor
by: Ren, Chun, et al.
Published: (2026)

Integrated photonic deep neural network with end-to-end on-chip backpropagation training
by: Ashtiani, Farshid, et al.
Published: (2025)

Optical activation function using a metamaterial waveguide for an all-optical neural network
by: Honda, Yoshihiro, et al.
Published: (2024)

Training neural networks with end-to-end optical backpropagation
by: Spall, James, et al.
Published: (2023)

Photonic convolutional neural network with pre-trained in-situ training
by: Ranjan, Saurabh, et al.
Published: (2026)

Gradients of unitary optical neural networks using parameter-shift rule
by: Jiang, Jinzhe, et al.
Published: (2025)

Recurrent neural networks implemented through spatiotemporal light propagation in optical fibers
by: Eşlik, Dilem, et al.
Published: (2026)

Quantum optical neural networks using atom-cavity interactions to provide all-optical nonlinearity
by: Zhu, Chuanzhou, et al.
Published: (2025)

All-optical classification of real biomedical cell images using a diffractive neural network: a simulation study
by: Sagami, Norihide, et al.
Published: (2025)

Single chip photonic deep neural network with accelerated training
by: Bandyopadhyay, Saumil, et al.
Published: (2022)

MaxwellNet: Physics-driven deep neural network training based on Maxwell's equations
by: Lim, Joowon, et al.
Published: (2021)

Efficient and accurate analysis of oscillation dynamics for dissipative cavity solitons based on the artificial neural network
by: Wang, Maolin, et al.
Published: (2025)

Engineering nonlinear activation functions for all-optical neural networks via quantum interference
by: Canora, Ruben, et al.
Published: (2025)

Real-time all-optical signal equalisation with silicon photonic recurrent neural networks
by: Van Assche, Ruben, et al.
Published: (2025)

Metasurface-based all-optical diffractive convolutional neural networks
by: Liang, Zhijiang, et al.
Published: (2025)

TRON: Trainable, architecture-reconfigurable random optical neural networks
by: Wang, Ziao, et al.
Published: (2026)

Transferable polychromatic optical encoder for neural networks
by: Choi, Minho, et al.
Published: (2024)

Integrated electro-optic attention nonlinearities for transformers
by: Mickeler, Luis, et al.
Published: (2026)

Genetically programmable optical random neural networks
by: Çarpınlıoğlu, Bora, et al.
Published: (2024)

Mode visualisation and control of complex lasers using neural networks
by: Ng, Wai Kit, et al.
Published: (2024)

Spectral splitting and concentration of broadband light using neural networks
by: Yolalmaz, Alim, et al.
Published: (2020)