Do STDP synapses potentiate and depress at the same time? Consider the following scenario where two cells are connected by an STDP synapse: PRE and POST. PRE cell fires two action potentials 2 ms apart (A and C below).

Spike Timing Dependent Plasticity

Cell POST fires an action potential (B) equally between the two spikes of the PRE cell. Assuming the STDP curve is symmetrical, would this situation result in no net change of the synaptic weight?

It seems that since B occurs shortly after A, then that would potentiate the synapse. And B occurs shortly before C, then that would depress the synapse by an equal amount. Thus resulting in no net change.

Is it correct, that both depression and facilitation takes place in an STDP synapse simultaneously?


I can't make comments yet, so in the following I will assume that by 'STDP synapse' you mean the model of a synapse using the STDP rule.

The scenario that you are describing is a triplet experiment with a PRE-POST-PRE protocol and to answer your question: Yes, in this case the STDP rule predicts both, weakening and strengthening of the same synapse and given symmetric curves the net change would be zero.

In this paper in Figure 2 C,D they address this scenario (they report a non-zero net change but I guess it's due to asymmetric STDP curves). As they mention, the STDP rule is also symmetric in a different way in that it would predict the same net change in a POST-PRE-POST scenario because it simply adds up the two spike-pair events (PRE-POST and POST-PRE). Also in Figure 2 C,D is shown that experimental results differ from the STDP predictions because they are not the same for the PRE-POST-PRE and the POST-PRE-POST case. This discrepancy is actually the motivation of the more general triplet rule that is described in the reference.


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