专题:Neural Networks and Reservoir Computing

This cluster of papers focuses on the application of photonic reservoir computing for neural computation, machine learning, and information processing. It explores the use of semiconductor lasers, neuromorphic photonics, and optical neural networks, as well as the implementation of echo state networks and nonlinear dynamics in photonic systems.
最新文献
A nonlinear parity–time-symmetric system for robust phase sensing

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Mechanically Programmable Diffractive Neural Networks Based on Pancharatnam‐Berry Phase

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Dynamical analysis, PCB-based circuit implementation and event-triggered fuzzy neural backstepping control of 3-DOF Duffing-type MEMS resonator

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Explore brain-inspired machine intelligence for connecting dots on graphs through holographic blueprint of oscillatory synchronization

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Hodge-projected echo-state networks with topologically anchored memory for chaotic flows

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Integrated Neuromorphic Photonic Computing for AI Acceleration: Emerging Devices, Network Architectures, and Future Paradigms

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Ultrafast mapping in space and time of anisotropic light transport in nanowire mats

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Surpassing 99% detection efficiency by cascading two superconducting nanowires on one waveguide with self-calibration

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Vector analog computing via on-demand metasurface dispersive polarization transformation

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Topological Quasiparticles of Light: From Spin‐Orbit Coupling to Photonic Skyrmions

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近5年高被引文献
Quantum computational advantage with a programmable photonic processor

article Full Text OpenAlex 926 FWCI179.35171939

Opportunities for neuromorphic computing algorithms and applications

article Full Text OpenAlex 897 FWCI96.23616795

Conv-Linformer: Boosting Linformer's Performance with Convolution in Small-Scale Settings

preprint Full Text OpenAlex 877 FWCI467.51527919

Engineering Non-Linear Decay Dynamics: Pulse-Level Control and Software-Defined Qubit Rescue on Superconducting Processors

article Full Text OpenAlex 694 FWCI0

Deep physical neural networks trained with backpropagation

article Full Text OpenAlex 629 FWCI121.78686622

An on-chip photonic deep neural network for image classification

article Full Text OpenAlex 593 FWCI114.54230987

Embedded Devices for Neuromorphic Time-Series Assessment

article Full Text OpenAlex 576 FWCI0

A crossbar array of magnetoresistive memory devices for in-memory computing

article Full Text OpenAlex 537 FWCI57.16040848

Roadmapping the next generation of silicon photonics

review Full Text OpenAlex 501 FWCI184.58423634

A programmable diffractive deep neural network based on a digital-coding metasurface array

article Full Text OpenAlex 500 FWCI97.70361133