On Practical Issues for Stochastic STDP Hardware With 1-bit Synaptic Weights

Loihi: A Neuromorphic Manycore Processor with On-Chip Learning

(2018) Mike Davies et al.   IEEE MICRO

A Digital Neuromorphic Realization of Pair-Based and Triplet-Based Spike-Timing-Dependent Synaptic Plasticity

(2018) Moslem Nouri et al.   IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS II-EXPRESS BRIEFS

STDP-based spiking deep convolutional neural networks for object recognition

(2018) Saeed Reza Kheradpisheh et al.   NEURAL NETWORKS

Digital Multiplierless Realization of a Calcium-Based Plasticity Model

(2017) Ehsan Jokar et al.   IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS II-EXPRESS BRIEFS

HOTS: A Hierarchy of Event-Based Time-Surfaces for Pattern Recognition

(2017) Xavier Lagorce et al.   IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE

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

Stochastic Synapses Enable Efficient Brain-Inspired Learning Machines

(2016) Emre O. Neftci et al.   Frontiers in Neuroscience

Training Deep Spiking Neural Networks Using Backpropagation

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

HFirst: A Temporal Approach to Object Recognition

(2015) Garrick Orchard et al.   IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE

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

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

Robustness of spiking Deep Belief Networks to noise and reduced bit precision of neuro-inspired hardware platforms

(2015) Evangelos Stromatias et al.   Frontiers in Neuroscience

A framework for plasticity implementation on the SpiNNaker neural architecture

(2015) Francesco Galluppi et al.   Frontiers in Neuroscience

Event-driven contrastive divergence: neural sampling foundations

(2015) Emre Neftci et al.   Frontiers in Neuroscience

Poker-DVS and MNIST-DVS. Their History, How They Were Made, and Other Details

(2015) Teresa Serrano-Gotarredona et al.   Frontiers in Neuroscience

The SpiNNaker Project

(2014) Steve B. Furber et al.   PROCEEDINGS OF THE IEEE

A 128$\,\times$128 1.5% Contrast Sensitivity 0.9% FPN 3 µs Latency 4 mW Asynchronous Frame-Free Dynamic Vision Sensor Using Transimpedance Preamplifiers

(2013) Teresa Serrano-Gotarredona et al.   IEEE JOURNAL OF SOLID-STATE CIRCUITS

Bio-Inspired Stochastic Computing Using Binary CBRAM Synapses

(2013) Manan Suri et al.   IEEE TRANSACTIONS ON ELECTRON DEVICES

Immunity to Device Variations in a Spiking Neural Network With Memristive Nanodevices

(2013) Damien Querlioz et al.   IEEE TRANSACTIONS ON NANOTECHNOLOGY

Mapping from Frame-Driven to Frame-Free Event-Driven Vision Systems by Low-Rate Rate Coding and Coincidence Processing--Application to Feedforward ConvNets

(2013) J. A. Perez-Carrasco et al.   IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE

Adaptation Shifts Preferred Orientation of Tuning Curve in the Mouse Visual Cortex

(2013) Jeyadarshan Jeyabalaratnam et al.   PLoS One

Real-time classification and sensor fusion with a spiking deep belief network

(2013) Peter O'Connor et al.   Frontiers in Neuroscience

Multicasting Mesh AER: A Scalable Assembly Approach for Reconfigurable Neuromorphic Structured AER Systems. Application to ConvNets

(2012) C. Zamarreno-Ramos et al.   IEEE Transactions on Biomedical Circuits and Systems

Development of orientation tuning in simple cells of primary visual cortex

(2012) Bartlett D. Moore et al.   JOURNAL OF NEUROPHYSIOLOGY

Extraction of temporally correlated features from dynamic vision sensors with spike-timing-dependent plasticity

(2012) Olivier Bichler et al.   NEURAL NETWORKS

A 3.6 $\mu$s Latency Asynchronous Frame-Free Event-Driven Dynamic-Vision-Sensor

(2011) Juan Antonio Lenero-Bardallo et al.   IEEE JOURNAL OF SOLID-STATE CIRCUITS

An Event-Driven Multi-Kernel Convolution Processor Module for Event-Driven Vision Sensors

(2011) Luis Camunas-Mesa et al.   IEEE JOURNAL OF SOLID-STATE CIRCUITS

A QVGA 143 dB Dynamic Range Frame-Free PWM Image Sensor With Lossless Pixel-Level Video Compression and Time-Domain CDS

(2010) Christoph Posch et al.   IEEE JOURNAL OF SOLID-STATE CIRCUITS

A 32$\,\times\,$32 Pixel Convolution Processor Chip for Address Event Vision Sensors With 155 ns Event Latency and 20 Meps Throughput

(2010) Luis Camunas-Mesa et al.   IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS I-REGULAR PAPERS

CAVIAR: A 45k Neuron, 5M Synapse, 12G Connects/s AER Hardware Sensory–Processing– Learning–Actuating System for High-Speed Visual Object Recognition and Tracking

(2009) R. Serrano-Gotarredona et al.   IEEE TRANSACTIONS ON NEURAL NETWORKS

Competitive STDP-Based Spike Pattern Learning

(2009) Timothée Masquelier et al.   NEURAL COMPUTATION

Spike Timing Dependent Plasticity Finds the Start of Repeating Patterns in Continuous Spike Trains

(2008) Timothée Masquelier et al.   PLoS One