Training Deep Spiking Convolutional Neural Networks With STDP-Based Unsupervised Pre-training Followed by Supervised Fine-Tuning

Unsupervised Feature Learning With Winner-Takes-All Based STDP

(2018) Paul Ferré et al.   Frontiers in Computational Neuroscience

Deep Spiking Convolutional Neural Network Trained with Unsupervised Spike Timing Dependent Plasticity

(2018) Chankyu Lee et al.   IEEE Transactions on Cognitive and Developmental Systems

Supervised Learning Based on Temporal Coding in Spiking Neural Networks

(2017) Hesham Mostafa   IEEE Transactions on Neural Networks and Learning Systems

An Event-Driven Classifier for Spiking Neural Networks Fed with Synthetic or Dynamic Vision Sensor Data

(2017) Evangelos Stromatias et al.   Frontiers in Neuroscience

Event-Driven Random Back-Propagation: Enabling Neuromorphic Deep Learning Machines

(2017) Emre O. Neftci et al.   Frontiers in Neuroscience

Conversion of Continuous-Valued Deep Networks to Efficient Event-Driven Networks for Image Classification

(2017) Bodo Rueckauer et al.   Frontiers in Neuroscience

Training Deep Spiking Neural Networks Using Backpropagation

(2016) Jun Haeng Lee et al.   Frontiers in Neuroscience

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

(2015) Peter U. Diehl et al.   Frontiers in Computational Neuroscience

Feedforward Categorization on AER Motion Events Using Cortex-Like Features in a Spiking Neural Network

(2015) Bo Zhao et al.   IEEE Transactions on Neural Networks and Learning Systems

Spiking Deep Convolutional Neural Networks for Energy-Efficient Object Recognition

(2014) Yongqiang Cao et al.   INTERNATIONAL JOURNAL OF COMPUTER VISION

A million spiking-neuron integrated circuit with a scalable communication network and interface

(2014) P. A. Merolla et al.   SCIENCE

Nanoscale Memristor Device as Synapse in Neuromorphic Systems

(2010) Sung Hyun Jo et al.   NANO LETTERS

Connectivity reflects coding: a model of voltage-based STDP with homeostasis

(2010) Claudia Clopath et al.   NATURE NEUROSCIENCE