Modelling plasticity in dendrites: from single cells to networks

From homeostasis to behavior: Balanced activity in an exploration of embodied dynamic environmental-neural interaction.

Hellyer P, Clopath C, Kehagia A, Turkheimer F, Leech R

PLoS Comp. Biol., 2017, doi:10.1371/journal.pcbi.1005721

Sequential neuromodulation of Hebbian plasticity offers mechanism for effective reward-based navigation.

Brzosko Z*, Zannone S*, Schultz W, Clopath C#, Paulsen O#

eLife, 2017, doi:10.7554/eLife.27756

Overcoming catastrophic forgetting in neural networks.

Kirkpatrick J, Pascanu R, Rabinowitz N, Veness J, Desjardins G, Rusu AA, Milan K, Quan J, Ramalho T, Grabska-Barwinska A, Hassabis D, Clopath C, Kumaran D, and Hadsell R

Proceedings of the National Academy of Sciences, 2017

Variance and Invariance of Neuronal Long-term Representations.

The Role of Neuromodulators in Cortical Plasticity. A Computational Perspective.

Modeled changes of cerebellar activity in mutant mice are predictive of their learning impairments.

Badura A*, Clopath C*, Schonewille , de Zeuuw CI

Scientific Reports, 2016

Emergent spatial synaptic structure from diffusive plasticity

Local inhibitory plasticity tunes macroscopic brain dynamics and allows the emergence of functional brain networks.

PJ Hellyer, B Jachs, C Clopath*, R Leech*

NeuroImage 124, 85-95, 2016

Emergence of Functional Specificity in Balanced Networks with Synaptic Plasticity.

Processing of Feature Selectivity in Cortical Networks with Specific Connectivity.

Oscillations emerging from noise-driven steady state in networks with electrical synapses and subthreshold resonance.

A cerebellar learning model of vestibulo-ocular reflex adaptation in wild-type and mutant mice.

Clopath C*, Badura A*, de Zeuuw CI and Brunel N

Journal of Neuroscience, 2014, 34(21):7203-7215

The emergence of functional microcircuits in visual cortex.

Ko H*, Cossell L*, Baragli C, Antolik J, Clopath C, Hofer SB and Mrsic-Flogel TD

Nature, 2013, 496, 96-100

Optimal properties of analog perceptrons with excitatory weights.

Storage of correlated patterns in standard and bistable Purkinje cell models.

Inhibitory Plasticity Balances Excitation and Inhibition in Sensory Pathways and Memory Networks.

Vogels TP*, Sprekeler H*, Zenke F, Clopath C and Gerstner W

Science, 2011, 334(6062)1569-1573

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

Gjorgjieva J, Clopath C, Audet J and Pfister J-P

PNAS, 2011, 108 (48), 19097-19098

Synaptic consolidation: an approach to long-term learning.

Voltage and Spike Timing interact in STDP - a Unified Model.

Connectivity reflects coding: A model of voltage-based spike-timing-dependent-plasticity with homeostasis.

Clopath C, Buesing L, Vasilaki E and Gerstner W

Nature Neuroscience, 2010, 13, 344-352

Tag-Trigger-Consolidation: A model of early and late long-term potentation and depression.

Clopath C*, Ziegler L*, Vasilaki E, Buesing L and Gerstner W

PLoS Computational Biolology, 2008, 4, e1000248

An online Hebbian learning rule that performs Independent Component Analysis.

Firing Patterns in the Adaptive Exponential Integrate-and-Fire.

Naud R, Marcille N, Clopath C and Gerstner W

Biological Cybernetics, 2008, 98:459-478

Predicting Neuronal Activity with Simple Models of the Threshold Type: Adaptive Exponential Integrate-and-Fire Model with Two Compartments.

Clopath C, Jolivet R, Rauch A, Luescher H-R and Gerstner W

Neurocomputing, 2007, 70, 1668 - 1673