Distributed Bayesian Computation and Self-Organized Learning in Sheets of Spiking Neurons with Local Lateral Inhibition

Sleep and the Price of Plasticity: From Synaptic and Cellular Homeostasis to Memory Consolidation and Integration

(2014) Giulio Tononi et al.   NEURON

Poisson-Like Spiking in Circuits with Probabilistic Synapses

(2014) Rubén Moreno-Bote   PLoS Computational Biology

Ensembles of Spiking Neurons with Noise Support Optimal Probabilistic Inference in a Dynamically Changing Environment

(2014) Robert Legenstein et al.   PLoS Computational Biology

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

(2014) David Kappel et al.   PLoS Computational Biology

A compound memristive synapse model for statistical learning through STDP in spiking neural networks

(2014) Johannes Bill et al.   Frontiers in Neuroscience

Bio-Inspired Stochastic Computing Using Binary CBRAM Synapses

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

Integration of nanoscale memristor synapses in neuromorphic computing architectures

(2013) Giacomo Indiveri et al.   NANOTECHNOLOGY

Probabilistic brains: knowns and unknowns

(2013) Alexandre Pouget et al.   NATURE NEUROSCIENCE

Emergence of Optimal Decoding of Population Codes Through STDP

(2013) Stefan Habenschuss et al.   NEURAL COMPUTATION

Synaptic Computation and Sensory Processing in Neocortical Layer 2/3

(2013) Carl C.H. Petersen et al.   NEURON

Reactivation in Working Memory: An Attractor Network Model of Free Recall

(2013) Anders Lansner et al.   PLoS One

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

(2013) Bernhard Nessler et al.   PLoS Computational Biology

Stochastic Computations in Cortical Microcircuit Models

(2013) Stefan Habenschuss et al.   PLoS Computational Biology

STDP and STDP variations with memristors for spiking neuromorphic learning systems

(2013) T. Serrano-Gotarredona et al.   Frontiers in Neuroscience

Memristive devices for computing

(2012) J. Joshua Yang et al.   Nature Nanotechnology

In Vivo Optogenetic Stimulation of Neocortical Excitatory Neurons Drives Brain-State-Dependent Inhibition

(2011) Celine Mateo et al.   CURRENT BIOLOGY

Neural processing as causal inference

(2011) Timm Lochmann et al.   CURRENT OPINION IN NEUROBIOLOGY

Bayesian sampling in visual perception

(2011) R. Moreno-Bote et al.   PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA

Pure Reasoning in 12-Month-Old Infants as Probabilistic Inference

(2011) E. Teglas et al.   SCIENCE

How to Grow a Mind: Statistics, Structure, and Abstraction

(2011) J. B. Tenenbaum et al.   SCIENCE

Spontaneous Cortical Activity Reveals Hallmarks of an Optimal Internal Model of the Environment

(2011) P. Berkes et al.   SCIENCE

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

Direct Evidence for Wake-Related Increases and Sleep-Related Decreases in Synaptic Strength in Rodent Cortex

(2010) Z.-W. Liu et al.   JOURNAL OF NEUROSCIENCE

Parallel processing of visual space by neighboring neurons in mouse visual cortex

(2010) Spencer L Smith et al.   NATURE NEUROSCIENCE

Learning Priors for Bayesian Computations in the Nervous System

(2010) Max Berniker et al.   PLoS One

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

Multisensory integration: psychophysics, neurophysiology, and computation

(2009) Dora E Angelaki et al.   CURRENT OPINION IN NEUROBIOLOGY

Replay of rule-learning related neural patterns in the prefrontal cortex during sleep

(2009) Adrien Peyrache et al.   NATURE NEUROSCIENCE

Belief Propagation in Networks of Spiking Neurons

(2009) Andreas Steimer et al.   NEURAL COMPUTATION

The fractions of short- and long-range connections in the visual cortex

(2009) A. Stepanyants et al.   PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA

Perceptual multistability predicted by search model for Bayesian decisions

(2008) Rashmi Sundareswara et al.   JOURNAL OF VISION

The missing memristor found

(2008) Dmitri B. Strukov et al.   NATURE

Noise in the nervous system

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

Bayesian learning of visual chunks by human observers

(2008) G. Orban et al.   PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA