A framework for plasticity implementation on the SpiNNaker neural architecture

Simulating spiking neural networks on GPU

(2018) Romain Brette et al.   NETWORK-COMPUTATION IN NEURAL SYSTEMS

The SpiNNaker Project

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

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

(2014) Mostafa Rahimi Azghadi et al.   PROCEEDINGS OF THE IEEE

Learning and stabilization of winner-take-all dynamics through interacting excitatory and inhibitory plasticity

(2014) Jonathan Binas et al.   Frontiers in Computational Neuroscience

Excitatory and inhibitory STDP jointly tune feedforward neural circuits to selectively propagate correlated spiking activity

(2014) Florence I. Kleberg et al.   Frontiers in Computational Neuroscience

STDP Installs in Winner-Take-All Circuits an Online Approximation to Hidden Markov Model Learning

(2014) David Kappel et al.   PLoS Computational Biology

Event-driven contrastive divergence for spiking neuromorphic systems

(2014) Emre Neftci et al.   Frontiers in Neuroscience

A robust sound perception model suitable for neuromorphic implementation

(2014) Martin Coath et al.   Frontiers in Neuroscience

Integration of nanoscale memristor synapses in neuromorphic computing architectures

(2013) Giacomo Indiveri et al.   NANOTECHNOLOGY

Categorization and decision-making in a neurobiologically plausible spiking network using a STDP-like learning rule

(2013) Michael Beyeler et al.   NEURAL NETWORKS

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

(2013) Jeyadarshan Jeyabalaratnam et al.   PLoS One

Bayesian Computation Emerges in Generic Cortical Microcircuits through Spike-Timing-Dependent Plasticity

(2013) Bernhard Nessler et al.   PLoS Computational Biology

Synthesis of neural networks for spatio-temporal spike pattern recognition and processing

(2013) Jonathan C. Tapson et al.   Frontiers in Neuroscience

Development of orientation tuning in simple cells of primary visual cortex

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

Conditional modulation of spike-timing-dependent plasticity for olfactory learning

(2012) Stijn Cassenaer et al.   NATURE

A forecast-based STDP rule suitable for neuromorphic implementation

(2012) S. Davies et al.   NEURAL NETWORKS

Plasticity of Inhibition

(2012) Dimitri M. Kullmann et al.   NEURON

Theory and Simulation in Neuroscience

(2012) W. Gerstner et al.   SCIENCE

The computational power of astrocyte mediated synaptic plasticity

(2012) Rogier Min et al.   Frontiers in Computational Neuroscience

An Imperfect Dopaminergic Error Signal Can Drive Temporal-Difference Learning

(2011) Wiebke Potjans et al.   PLoS Computational Biology

Spatio-Temporal Credit Assignment in Neuronal Population Learning

(2011) Johannes Friedrich et al.   PLoS Computational Biology

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

(2010) Claudia Clopath et al.   NATURE NEUROSCIENCE

Independent Component Analysis in Spiking Neurons

(2010) Cristina Savin et al.   PLoS Computational Biology

Classification of Correlated Patterns with a Configurable Analog VLSI Neural Network of Spiking Neurons and Self-Regulating Plastic Synapses

(2009) Massimilian Giulioni et al.   NEURAL COMPUTATION

A configurable simulation environment for the efficient simulation of large-scale spiking neural networks on graphics processors

(2009) Jayram Moorkanikara Nageswaran et al.   NEURAL NETWORKS

SORN: a Self-organizing Recurrent Neural Network

(2009) Andreea Lazar   Frontiers in Computational Neuroscience

PyNN: a common interface for neuronal network simulators

(2009) Andrew P Davison   Frontiers in Neuroinformatics

Python scripting in the Nengo simulator

(2009) Terrence Stewart   Frontiers in Neuroinformatics

Phenomenological models of synaptic plasticity based on spike timing

(2008) Abigail Morrison et al.   BIOLOGICAL CYBERNETICS

Real-Time Classification of Complex Patterns Using Spike-Based Learning in Neuromorphic VLSI

(2008) Srinjoy Mitra et al.   IEEE Transactions on Biomedical Circuits and Systems

A Learning Theory for Reward-Modulated Spike-Timing-Dependent Plasticity with Application to Biofeedback

(2008) Robert Legenstein et al.   PLoS Computational Biology