Experimental Validation and Reservoir Computing Capability of Spiking Neuron Based on Threshold Selector and Tunnel Diode

Despite the success of artificial neural networks in solving numerous tasks, they face significant challenges, including difficulties in online adaptation and rapidly increasing energy consumption. As a biologically plausible alternative, spiking neural networks offer promising capabilities for effi...

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Detalhes bibliográficos

Principais autores:	Vasiliy Pchelko, Vladislav Kholkin, Vyacheslav Rybin, Alexander Mikhailov, Timur Karimov
Formato:	Artigo
Idioma:	Inglês
Publicado em:	MDPI AG 2026-04-01
coleção:	Big Data and Cognitive Computing
Assuntos:	reservoir computer liquid state machine neuromorphic computing MNIST benchmark analog neuron model spiking neuron
Acesso em linha:	https://www.mdpi.com/2504-2289/10/4/115
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