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Bio-inspired digit recognition using reward-modulated spike-timing-dependent plasticity in deep convolutional networks

Pattern recognition, 2019-10, Vol.94, p.87-95

2019

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Synaptic Suppression Triplet‐STDP Learning Rule Realized in Second‐Order Memristors

Advanced functional materials, 2018-01, Vol.28 (5), p.n/a

2018

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Spike-timing-dependent plasticity: a comprehensive overview

Frontiers in synaptic neuroscience, 2012, Vol.4, p.2-2

2012

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Spike-Based Synaptic Plasticity in Silicon: Design, Implementation, Application, and Challenges

Proceedings of the IEEE, 2014-05, Vol.102 (5), p.717-737

2014

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IEEE_Xplore

Competitive Learning in a Spiking Neural Network: Towards an Intelligent Pattern Classifier

Sensors (Basel, Switzerland), 2020-01, Vol.20 (2), p.500

2020

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SpykeTorch: Efficient Simulation of Convolutional Spiking Neural Networks With at Most One Spike per Neuron

Frontiers in neuroscience, 2019-07, Vol.13, p.625-625

2019

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Adaptive Synaptic Memory via Lithium Ion Modulation in RRAM Devices

Small (Weinheim an der Bergstrasse, Germany), 2020-10, Vol.16 (42), p.e2003964-n/a

2020

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Area- and Energy-Efficient STDP Learning Algorithm for Spiking Neural Network SoC

IEEE access, 2020, Vol.8, p.216922-216932

2020

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STDP-based spiking deep convolutional neural networks for object recognition

Neural networks, 2018-03, Vol.99, p.56-67

2018

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BP-STDP: Approximating backpropagation using spike timing dependent plasticity

Neurocomputing (Amsterdam), 2019-02, Vol.330, p.39-47

2019

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Solving the Distal Reward Problem through Linkage of STDP and Dopamine Signaling

Cerebral cortex (New York, N.Y. 1991), 2007-10, Vol.17 (10), p.2443-2452

Izhikevich, Eugene M

2007

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Memory and Information Processing in Neuromorphic Systems

Proceedings of the IEEE, 2015-08, Vol.103 (8), p.1379-1397

2015

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IEEE_Xplore

Complementary Memtransistor-Based Multilayer Neural Networks for Online Supervised Learning Through (Anti-)Spike-Timing-Dependent Plasticity

IEEE transaction on neural networks and learning systems, 2022-11, Vol.33 (11), p.6640-6651

2022

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IEEE_Xplore

Leveraging spiking neural networks for topic modeling

Neural networks, 2024-06, p.106494, Article 106494

2024

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Chitosan-Based Polysaccharide-Gated Flexible Indium Tin Oxide Synaptic Transistor with Learning Abilities

ACS applied materials & interfaces, 2018-05, Vol.10 (19), p.16881-16886

2018

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A 4096-Neuron 1M-Synapse 3.8-pJ/SOP Spiking Neural Network With On-Chip STDP Learning and Sparse Weights in 10-nm FinFET CMOS

IEEE journal of solid-state circuits, 2019-04, Vol.54 (4), p.992-1002

2019

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IEEE_Xplore

Unsupervised learning of digit recognition using spike-timing-dependent plasticity

Frontiers in computational neuroscience, 2015-08, Vol.9, p.99-99

2015

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A TSTDP memristive synapse based on a comprehensive mathematical model of memory-TFT threshold voltage shift

Journal of theoretical biology, 2022-07, Vol.544, p.111119-111119, Article 111119

2022

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Self-adaptive STDP-based learning of a spiking neuron with nanocomposite memristive weights

Nanotechnology, 2020-01, Vol.31 (4), p.045201-045201

2020

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The associative brain at work: Evidence from paired associative stimulation studies in humans

Clinical neurophysiology, 2017-11, Vol.128 (11), p.2140-2164

2017

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Flexible Neuromorphic Architectures Based on Self-Supported Multiterminal Organic Transistors

ACS applied materials & interfaces, 2018-08, Vol.10 (31), p.26443-26450

2018

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Necessary conditions for STDP-based pattern recognition learning in a memristive spiking neural network

Neural networks, 2021-02, Vol.134, p.64-75

2021

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Bilayered Oxide‐Based Cognitive Memristor with Brain‐Inspired Learning Activities

Advanced electronic materials, 2019-08, Vol.5 (8), p.n/a

2019

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Developmental Switch in Spike Timing-Dependent Plasticity and Cannabinoid-Dependent Reorganization of the Thalamocortical Projection in the Barrel Cortex

The Journal of neuroscience, 2016-06, Vol.36 (26), p.7039-7054

2016

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Brain-inspired computing with resistive switching memory (RRAM): Devices, synapses and neural networks

Microelectronic engineering, 2018-04, Vol.190, p.44-53

Ielmini, Daniele

2018

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Bio-inspired digit recognition using reward-modulated spike-timing-dependent plasticity in deep convolutional networks

Synaptic Suppression Triplet‐STDP Learning Rule Realized in Second‐Order Memristors

Spike-timing-dependent plasticity: a comprehensive overview

Spike-Based Synaptic Plasticity in Silicon: Design, Implementation, Application, and Challenges

Competitive Learning in a Spiking Neural Network: Towards an Intelligent Pattern Classifier

SpykeTorch: Efficient Simulation of Convolutional Spiking Neural Networks With at Most One Spike per Neuron

Adaptive Synaptic Memory via Lithium Ion Modulation in RRAM Devices

Area- and Energy-Efficient STDP Learning Algorithm for Spiking Neural Network SoC

STDP-based spiking deep convolutional neural networks for object recognition

BP-STDP: Approximating backpropagation using spike timing dependent plasticity

Solving the Distal Reward Problem through Linkage of STDP and Dopamine Signaling

Memory and Information Processing in Neuromorphic Systems

Complementary Memtransistor-Based Multilayer Neural Networks for Online Supervised Learning Through (Anti-)Spike-Timing-Dependent Plasticity

Leveraging spiking neural networks for topic modeling

Chitosan-Based Polysaccharide-Gated Flexible Indium Tin Oxide Synaptic Transistor with Learning Abilities

A 4096-Neuron 1M-Synapse 3.8-pJ/SOP Spiking Neural Network With On-Chip STDP Learning and Sparse Weights in 10-nm FinFET CMOS

Unsupervised learning of digit recognition using spike-timing-dependent plasticity

A TSTDP memristive synapse based on a comprehensive mathematical model of memory-TFT threshold voltage shift

Self-adaptive STDP-based learning of a spiking neuron with nanocomposite memristive weights

The associative brain at work: Evidence from paired associative stimulation studies in humans

Flexible Neuromorphic Architectures Based on Self-Supported Multiterminal Organic Transistors

Necessary conditions for STDP-based pattern recognition learning in a memristive spiking neural network

Bilayered Oxide‐Based Cognitive Memristor with Brain‐Inspired Learning Activities

Developmental Switch in Spike Timing-Dependent Plasticity and Cannabinoid-Dependent Reorganization of the Thalamocortical Projection in the Barrel Cortex

Brain-inspired computing with resistive switching memory (RRAM): Devices, synapses and neural networks

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