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

Development and Plasticity of the Primary Visual Cortex

(2012) J. Sebastian Espinosa et al.   NEURON

The Spike-Timing Dependence of Plasticity

(2012) Daniel E. Feldman   NEURON

Calcium-based plasticity model explains sensitivity of synaptic changes to spike pattern, rate, and dendritic location

(2012) M. Graupner et al.   PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA

Feedforward Inhibition and Synaptic Scaling – Two Sides of the Same Coin?

(2012) Christian Keck et al.   PLoS Computational Biology

Too Many Cooks? Intrinsic and Synaptic Homeostatic Mechanisms in Cortical Circuit Refinement

(2011) Gina Turrigiano   Annual Review of Neuroscience

Dense Inhibitory Connectivity in Neocortex

(2011) Elodie Fino et al.   NEURON

A triplet spike-timing-dependent plasticity model generalizes the Bienenstock-Cooper-Munro rule to higher-order spatiotemporal correlations

(2011) J. Gjorgjieva et al.   PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA

STDP Allows Fast Rate-Modulated Coding with Poisson-Like Spike Trains

(2011) Matthieu Gilson et al.   PLoS Computational Biology

Probabilistic Inference in General Graphical Models through Sampling in Stochastic Networks of Spiking Neurons

(2011) Dejan Pecevski et al.   PLoS Computational Biology

Neural Dynamics as Sampling: A Model for Stochastic Computation in Recurrent Networks of Spiking Neurons

(2011) Lars Buesing et al.   PLoS Computational Biology

Weight Consistency Specifies Regularities of Macaque Cortical Networks

(2010) N. T. Markov et al.   CEREBRAL CORTEX

Modeling Spiking Neural Networks on SpiNNaker

(2010) Xin Jin et al.   COMPUTING IN SCIENCE & ENGINEERING

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

(2010) Claudia Clopath et al.   NATURE NEUROSCIENCE

Reward-Modulated Hebbian Learning of Decision Making

(2010) Michael Pfeiffer et al.   NEURAL COMPUTATION

Deep, Big, Simple Neural Nets for Handwritten Digit Recognition

(2010) Dan Claudiu Cireşan et al.   NEURAL COMPUTATION

Decorrelated Neuronal Firing in Cortical Microcircuits

(2010) A. S. Ecker et al.   SCIENCE

Statistically optimal perception and learning: from behavior to neural representations

(2010) József Fiser et al.   TRENDS IN COGNITIVE SCIENCES

Neural synchrony and the development of cortical networks

(2010) Peter J. Uhlhaas et al.   TRENDS IN COGNITIVE SCIENCES

Independent Component Analysis in Spiking Neurons

(2010) Cristina Savin et al.   PLoS Computational Biology

Oscillations, Phase-of-Firing Coding, and Spike Timing-Dependent Plasticity: An Efficient Learning Scheme

(2009) T. Masquelier et al.   JOURNAL OF NEUROSCIENCE

Perceptual learning and adult cortical plasticity

(2009) Charles D. Gilbert et al.   JOURNAL OF PHYSIOLOGY-LONDON

Basal forebrain activation enhances cortical coding of natural scenes

(2009) Michael Goard et al.   NATURE NEUROSCIENCE

Neural reorganization following sensory loss: the opportunity of change

(2009) Lotfi B. Merabet et al.   NATURE REVIEWS NEUROSCIENCE

Competitive STDP-Based Spike Pattern Learning

(2009) Timothée Masquelier et al.   NEURAL COMPUTATION

Computation with Spikes in a Winner-Take-All Network

(2009) Matthias Oster et al.   NEURAL COMPUTATION

Time-Warp–Invariant Neuronal Processing

(2009) Robert Gütig et al.   PLOS BIOLOGY

Distributed Fading Memory for Stimulus Properties in the Primary Visual Cortex

(2009) Danko Nikolić et al.   PLOS BIOLOGY

Spike Timing–Dependent Plasticity: A Hebbian Learning Rule

(2008) Natalia Caporale et al.   Annual Review of Neuroscience

Phenomenological models of synaptic plasticity based on spike timing

(2008) Abigail Morrison et al.   BIOLOGICAL CYBERNETICS

Synchronization of Neuronal Responses in Primary Visual Cortex of Monkeys Viewing Natural Images

(2008) Pedro Maldonado et al.   JOURNAL OF NEUROPHYSIOLOGY

Instantaneous correlation of excitation and inhibition during ongoing and sensory-evoked activities

(2008) Michael Okun et al.   NATURE NEUROSCIENCE

Noise in the nervous system

(2008) A. Aldo Faisal et al.   NATURE REVIEWS NEUROSCIENCE

State-Dependent Computation Using Coupled Recurrent Networks

(2008) Ueli Rutishauser 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

Bayesian Spiking Neurons II: Learning

(2007) Sophie Deneve   NEURAL COMPUTATION

Bayesian Spiking Neurons I: Inference

(2007) Sophie Deneve   NEURAL COMPUTATION