Learning Universal Computations with Spikes

Building functional networks of spiking model neurons

(2016) L F Abbott et al.   NATURE NEUROSCIENCE

Constructing Precisely Computing Networks with Biophysical Spiking Neurons

(2015) M. A. Schwemmer et al.   JOURNAL OF NEUROSCIENCE

Diverse synaptic plasticity mechanisms orchestrated to form and retrieve memories in spiking neural networks

(2015) Friedemann Zenke et al.   Nature Communications

Transition to Chaos in Random Neuronal Networks

(2015) Jonathan Kadmon et al.   Physical Review X

Asynchronous Rate Chaos in Spiking Neuronal Circuits

(2015) Omri Harish et al.   PLoS Computational Biology

Two types of asynchronous activity in networks of excitatory and inhibitory spiking neurons

(2014) Srdjan Ostojic   NATURE NEUROSCIENCE

Optimal Control of Transient Dynamics in Balanced Networks Supports Generation of Complex Movements

(2014) Guillaume Hennequin et al.   NEURON

Chaos-order transition in foraging behavior of ants

(2014) L. Li et al.   PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA

Formation and maintenance of neuronal assemblies through synaptic plasticity

(2014) Ashok Litwin-Kumar et al.   Nature Communications

Working models of working memory

(2013) Omri Barak et al.   CURRENT OPINION IN NEUROBIOLOGY

Emergence of Dynamic Memory Traces in Cortical Microcircuit Models through STDP

(2013) S. Klampfl et al.   JOURNAL OF NEUROSCIENCE

Hippocampal place-cell sequences depict future paths to remembered goals

(2013) Brad E. Pfeiffer et al.   NATURE

Randomly Connected Networks Have Short Temporal Memory

(2013) Edward Wallace et al.   NEURAL COMPUTATION

Passive Dendrites Enable Single Neurons to Compute Linearly Non-separable Functions

(2013) Romain Daniel Cazé et al.   PLoS Computational Biology

Predictive Coding of Dynamical Variables in Balanced Spiking Networks

(2013) Martin Boerlin et al.   PLoS Computational Biology

Opening the Black Box: Low-Dimensional Dynamics in High-Dimensional Recurrent Neural Networks

(2012) David Sussillo et al.   NEURAL COMPUTATION

Re-visiting the echo state property

(2012) Izzet B. Yildiz et al.   NEURAL NETWORKS

Transferring Learning from External to Internal Weights in Echo-State Networks with Sparse Connectivity

(2012) David Sussillo et al.   PLoS One

A Large-Scale Model of the Functioning Brain

(2012) C. Eliasmith et al.   SCIENCE

Synaptic Integration Gradients in Single Cortical Pyramidal Cell Dendrites

(2011) Tiago Branco et al.   NEURON

What Is Optimal about Motor Control?

(2011) Karl Friston   NEURON

Spike-Based Population Coding and Working Memory

(2011) Martin Boerlin et al.   PLoS Computational Biology

Quantitative prediction of intermittent high-frequency oscillations in neural networks with supralinear dendritic interactions

(2010) R.-M. Memmesheimer   PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA

Synaptic Transmission: Excitatory Autapses Find a Function?

(2009) John M. Bekkers   CURRENT BIOLOGY

Activity-dependent depression of the spike after-depolarization generates long-lasting intrinsic plasticity in hippocampal CA3 pyramidal neurons

(2009) Jon T. Brown et al.   JOURNAL OF PHYSIOLOGY-LONDON

Memory without Feedback in a Neural Network

(2009) Mark S. Goldman   NEURON

Generating Coherent Patterns of Activity from Chaotic Neural Networks

(2009) David Sussillo et al.   NEURON

Efficient computation of optimal actions

(2009) Emanuel Todorov   PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA

How chaotic is the balanced state?

(2009) Sven Jahnke   Frontiers in Computational Neuroscience

SORN: a Self-organizing Recurrent Neural Network

(2009) Andreea Lazar   Frontiers in Computational Neuroscience

Hippocampus Leads Ventral Striatum in Replay of Place-Reward Information

(2009) Carien S. Lansink et al.   PLOS BIOLOGY

Slow GABAa mediated synaptic transmission in rat visual cortex

(2008) Michael P. Sceniak et al.   BMC NEUROSCIENCE

Preferential Reactivation of Motivationally Relevant Information in the Ventral Striatum

(2008) C. S. Lansink et al.   JOURNAL OF NEUROSCIENCE

Spike Ca2+influx upmodulates the spike afterdepolarization and bursting via intracellular inhibition of KV7/M channels

(2008) Shmuel Chen et al.   JOURNAL OF PHYSIOLOGY-LONDON

Compartmentalized dendritic plasticity and input feature storage in neurons

(2008) Attila Losonczy et al.   NATURE

A specialized NMDA receptor function in layer 5 recurrent microcircuitry of the adult rat prefrontal cortex

(2008) H. Wang et al.   PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA