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research article

Neuromodulated-Spike-Timing-Dependent Pasticity, and Theory of Three-Factor Learning Rules

Fremaux, Nicolas
•
Gerstner, Wulfram  
2016
Frontiers in Neural Circuits

Classical Hebbian learning puts the emphasis on joint pre- and postsynaptic activity, but neglects the potential role of neuromodulators. Since neuromodulators convey information about novelty or reward, the influence of neuromodulators on synaptic plasticity is useful not just for action learning in classical conditioning, but also to decide “when” to create new memories in response to a flow of sensory stimuli. In this review, we focus on timing requirements for pre- and postsynaptic activity in conjunction with one or several phasic neuromodulatory signals. While the emphasis of the text is on conceptual models and mathematical theories, we also discuss some experimental evidence for neuromodulation of Spike-Timing-Dependent Plasticity. We highlight the importance of synaptic mechanisms in bridging the temporal gap between sensory stimulation and neuromodulatory signals, and develop a framework for a class of neo-Hebbian three-factor learning rules that depend on presynaptic activity, postsynaptic variables as well as the influence of neuromodulators.

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Type
research article
DOI
10.3389/fncir.2015.00085
Web of Science ID

WOS:000368226900001

Author(s)
Fremaux, Nicolas
•
Gerstner, Wulfram  
Date Issued

2016

Publisher

Frontiers Research Foundation

Published in
Frontiers in Neural Circuits
Volume

9

Start page

85

Subjects

plasticity

•

neuromodulation

•

reward learning

•

novelty

•

spiking neuronal networks

•

synaptic Plasticity

Note

funded by the ERC

Research was supported by the European Research Council grant no. 268689 (MultiRules)

URL

URL

http://www.frontiersin.org/
Peer reviewed

REVIEWED

Written at

EPFL

EPFL units
LCN  
Available on Infoscience
January 28, 2016
Use this identifier to reference this record
https://infoscience.epfl.ch/handle/20.500.14299/122777
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