User profiles for T. P. Vogels

Tim P. Vogels

Institute of Science and Technology, Austria
Verified email at ist.ac.at
Cited by 4737

Neural network dynamics

TP Vogels, K Rajan, LF Abbott - Annu. Rev. Neurosci., 2005 - annualreviews.org
Neural network modeling is often concerned with stimulus-driven responses, but most of the
activity in the brain is internally generated. Here, we review network models of internally …

Inhibitory plasticity: balance, control, and codependence

…, EJ Agnes, TP Vogels - Annual review of …, 2017 - annualreviews.org
… and postsynaptic excitation leads to weakening of the inhibitory synapse, and prominent
presynaptic activity leads to its strengthening [ie, a near inverse of the rule used by Vogels et al. …

[HTML][HTML] Neural mechanisms of attending to items in working memory

SG Manohar, N Zokaei, SJ Fallon, TP Vogels… - Neuroscience & …, 2019 - Elsevier
Working memory, the ability to keep recently accessed information available for immediate
manipulation, has been proposed to rely on two mechanisms that appear difficult to reconcile: …

Inhibitory plasticity balances excitation and inhibition in sensory pathways and memory networks

TP Vogels, H Sprekeler, F Zenke, C Clopath… - Science, 2011 - science.org
Cortical neurons receive balanced excitatory and inhibitory synaptic currents. Such a balance
could be established and maintained in an experience-dependent manner by synaptic …

Signal propagation and logic gating in networks of integrate-and-fire neurons

TP Vogels, LF Abbott - Journal of neuroscience, 2005 - Soc Neuroscience
Transmission of signals within the brain is essential for cognitive function, but it is not clear
how neural circuits support reliable and accurate signal propagation over a sufficiently large …

Gating multiple signals through detailed balance of excitation and inhibition in spiking networks

TP Vogels, LF Abbott - Nature neuroscience, 2009 - nature.com
Recent theoretical work has provided a basic understanding of signal propagation in networks
of spiking neurons, but mechanisms for gating and controlling these signals have not …

[PDF][PDF] Optimal control of transient dynamics in balanced networks supports generation of complex movements

G Hennequin, TP Vogels, W Gerstner - Neuron, 2014 - cell.com
Populations of neurons in motor cortex engage in complex transient dynamics of large amplitude
during the execution of limb movements. Traditional network models with stochastically …

The remarkable robustness of surrogate gradient learning for instilling complex function in spiking neural networks

F Zenke, TP Vogels - Neural computation, 2021 - direct.mit.edu
Brains process information in spiking neural networks. Their intricate connections shape the
diverse functions these networks perform. Yet how network connectivity relates to function is …

Activity-dependent dendritic spine neck changes are correlated with synaptic strength

R Araya, TP Vogels, R Yuste - Proceedings of the National …, 2014 - National Acad Sciences
Most excitatory inputs in the mammalian brain are made on dendritic spines, rather than on
dendritic shafts. Spines compartmentalize calcium, and this biochemical isolation can …

Training deep neural density estimators to identify mechanistic models of neural dynamics

…, C Chintaluri, WF Podlaski, SA Haddad, TP Vogels… - Elife, 2020 - elifesciences.org
Mechanistic modeling in neuroscience aims to explain observed phenomena in terms of
underlying causes. However, determining which model parameters agree with complex and …