Original paper
On the Spontaneous Dynamics of Synaptic Weights in Stochastic Models with Pair-Based STDP
Abstract
We investigate spike-timing dependent plasticity (STPD) in the case of a synapse connecting two neural cells. We develop a theoretical analysis of several STDP rules using Markovian theory. In this context there are two different timescales, fast neural activity and slower synaptic weight updates. Exploiting this timescale separation, we derive the long-time limits of a single synaptic weight subject to STDP. We show that the pairing model of...
Paper Details
Title
On the Spontaneous Dynamics of Synaptic Weights in Stochastic Models with Pair-Based STDP
Published Date
May 10, 2022
Journal
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History