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The temporal paradox of Hebbian learning and homeostatic plasticity

View ORCID ProfileFriedemann Zenke, View ORCID ProfileWulfram Gerstner, Surya Ganguli
doi: https://doi.org/10.1101/116400
Friedemann Zenke
aDepartment of Applied Physics, Stanford University, Stanford, CA 94305, USA
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  • For correspondence: fzenke@stanford.edu wulfram.gerstner@epfl.ch sganguli@stanford.edu
Wulfram Gerstner
bBrain Mind Institute, School of Life Sciences and School of Computer and Communication Sciences, Ecole Polytechnique Fédérale de Lausanne, CH-1015 Lausanne EPFL, Switzerland
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Surya Ganguli
aDepartment of Applied Physics, Stanford University, Stanford, CA 94305, USA
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Abstract

Hebbian plasticity, a synaptic mechanism which detects and amplifies co-activity between neurons, is considered a key ingredient underlying learning and memory in the brain. However, Hebbian plasticity alone is unstable, leading to runaway neuronal activity, and therefore requires stabilization by additional compensatory processes. Traditionally, a diversity of homeostatic plasticity phenomena found in neural circuits are thought to play this role. However, recent modelling work suggests that the slow evolution of homeostatic plasticity, as observed in experiments, is insufficient to prevent instabilities originating from Hebbian plasticity. To remedy this situation, we suggest that homeostatic plasticity is complemented by additional rapid compensatory processes, which rapidly stabilize neuronal activity on short timescales.

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The copyright holder for this preprint is the author/funder, who has granted bioRxiv a license to display the preprint in perpetuity. It is made available under a CC-BY 4.0 International license.
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Posted March 22, 2017.
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The temporal paradox of Hebbian learning and homeostatic plasticity
Friedemann Zenke, Wulfram Gerstner, Surya Ganguli
bioRxiv 116400; doi: https://doi.org/10.1101/116400
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The temporal paradox of Hebbian learning and homeostatic plasticity
Friedemann Zenke, Wulfram Gerstner, Surya Ganguli
bioRxiv 116400; doi: https://doi.org/10.1101/116400

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