Memory-Efficient Synaptic Connectivity for Spike-Timing- Dependent Plasticity

Memory-Efficient Synaptic Connectivity for Spike-Timing- Dependent Plasticity

Spike-Timing-Dependent Plasticity (STDP) is a bio-inspired local incremental weight update rule commonly used for online learning in spike-based neuromorphic systems. In STDP, the intensity of long-term potentiation and depression in synaptic efficacy (weight) between neurons is expressed as a funct...

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Bibliographic Details
Main Authors: Bruno U. Pedroni, Siddharth Joshi, Stephen R. Deiss, Sadique Sheik, Georgios Detorakis, Somnath Paul, Charles Augustine, Emre O. Neftci, Gert Cauwenberghs
Format: Article
Language:English
Published: Frontiers Media S.A. 2019-04-01
Series:Frontiers in Neuroscience
Subjects:
synaptic plasticity
neuromorphic computing
data structure
memory architecture
crossbar array
Online Access:https://www.frontiersin.org/article/10.3389/fnins.2019.00357/full

Internet

https://www.frontiersin.org/article/10.3389/fnins.2019.00357/full

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