Neural Network Learning | List of Frontiers open access articles

Original Research

Published on 14 Apr 2022

Backpropagation With Sparsity Regularization for Spiking Neural Network Learning

in Neuromorphic Engineering

Yulong Yan
Haoming Chu
Yi Jin
Yuxiang Huan
Zhuo Zou
Lirong Zheng

Frontiers in Neuroscience

doi 10.3389/fnins.2022.760298

7,662 views
39 citations

Original Research

Published on 31 Oct 2022

Neural network learning using non-ideal resistive memory devices

in Nanoelectronics

Youngseok Kim
Tayfun Gokmen
Hiroyuki Miyazoe
Paul Solomon
Seyoung Kim
Asit Ray
Jonas Doevenspeck
Raihan S. Khan
Vijay Narayanan
Takashi Ando

Frontiers in Nanotechnology

doi 10.3389/fnano.2022.1008266

3,025 views
11 citations

Original Research

Published on 15 Nov 2018

Recurrent Spiking Neural Network Learning Based on a Competitive Maximization of Neuronal Activity

Vyacheslav Demin
Dmitry Nekhaev

Frontiers in Neuroinformatics

doi 10.3389/fninf.2018.00079

21,456 views
48 citations

Perspective

Published on 29 Aug 2025

Summary statistics of learning link changing neural representations to behavior

Jacob A. Zavatone-Veth
Blake Bordelon
Cengiz Pehlevan

Frontiers in Neural Circuits

doi 10.3389/fncir.2025.1618351

3,409 views

Original Research

Published on 15 Jun 2023

Oscillatory neural network learning for pattern recognition: an on-chip learning perspective and implementation

in Neuromorphic Engineering

Madeleine Abernot
Nadine Azemard
Aida Todri-Sanial

Frontiers in Neuroscience

doi 10.3389/fnins.2023.1196796

8,383 views
9 citations

Original Research

Published on 23 Mar 2016

Harmonic Training and the Formation of Pitch Representation in a Neural Network Model of the Auditory Brain

Nasir Ahmad
Irina Higgins
Kerry M. M. Walker
Simon M. Stringer

Frontiers in Computational Neuroscience

doi 10.3389/fncom.2016.00024

5,757 views
7 citations

Original Research

Published on 30 Sep 2021

Non-Intrusive Load Monitoring Based on Unsupervised Optimization Enhanced Neural Network Deep Learning

in Smart Grids

Yu Liu
Jiarui Wang
Jiewen Deng
Wenquan Sheng
Pengxiang Tan

Frontiers in Energy Research

doi 10.3389/fenrg.2021.718916

6,899 views
18 citations

Original Research

Published on 29 May 2013

Biological oscillations for learning walking coordination: dynamic recurrent neural network functionally models physiological central pattern generator

Thomas Hoellinger
Mathieu Petieau
Matthieu Duvinage
Thierry Castermans
Karthik Seetharaman
Ana-Maria Cebolla
Ana Bengoetxea
Yuri P Ivanenko
Bernard Dan
Guy Cheron

Frontiers in Computational Neuroscience

doi 10.3389/fncom.2013.00070

15,876 views
28 citations

Original Research

Published on 16 Sep 2022

Quantitative provenance analysis through deep learning of rare earth element geochemistry: A case from the Liuling Group of the East Qinling Orogen, Central China

in Sedimentology, Stratigraphy and Diagenesis

Zhenkai Zhang
Na Yang
Zenglin Hong
Jianhua Yang
Biao Du
Duanchang Zhao
Ning Chen
Tengfei Zhou

Frontiers in Earth Science

doi 10.3389/feart.2022.1001528

2,926 views

Original Research

Published on 17 Jan 2022

Dynamic Disturbance Analysis of Grasslands Using Neural Networks and Spatiotemporal Indices Fusion on the Qinghai-Tibet Plateau

in Functional Plant Ecology

Fengli Zou
Qingwu Hu
Haidong Li
Jie Lin
Yichuan Liu
Fulin Sun

Frontiers in Plant Science

doi 10.3389/fpls.2021.760551

3,896 views
12 citations

Articles

Backpropagation With Sparsity Regularization for Spiking Neural Network Learning

Neural network learning using non-ideal resistive memory devices

Recurrent Spiking Neural Network Learning Based on a Competitive Maximization of Neuronal Activity

Summary statistics of learning link changing neural representations to behavior

Oscillatory neural network learning for pattern recognition: an on-chip learning perspective and implementation

Harmonic Training and the Formation of Pitch Representation in a Neural Network Model of the Auditory Brain

Non-Intrusive Load Monitoring Based on Unsupervised Optimization Enhanced Neural Network Deep Learning

Biological oscillations for learning walking coordination: dynamic recurrent neural network functionally models physiological central pattern generator

Quantitative provenance analysis through deep learning of rare earth element geochemistry: A case from the Liuling Group of the East Qinling Orogen, Central China

Dynamic Disturbance Analysis of Grasslands Using Neural Networks and Spatiotemporal Indices Fusion on the Qinghai-Tibet Plateau