Spike-Timing Neuronal Modelling Of Forgetting In Immediate Serial Recall

2015 International Joint Conference on Neural Networks (IJCNN)(2015)

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摘要
Three major and often contradicting hypotheses regarding forgetting in instant sequential recall include the Time-based decay, Temporal distinctiveness and Interference. Here we will explore these hypotheses using the Spike-timing theory of working memory. We represent memory traces as spatiotemporal patterns of spikes called polychronous groups which behave according to short-term and long-term synaptic dynamics. In spite of their contradictions, we show that all three forgetting hypotheses can co-exist - yet each one can have a different degree of influence in the process of forgetting with interference having an immediate impact.
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关键词
spike-timing neuronal modelling,immediate serial recall,instant sequential recall,time-based decay,temporal distinctiveness,temporal interference,spike-timing theory,working memory,polychronous groups,spatio-temporal patterns,long-term synaptic dynamics,short-term synaptic dynamics,forgetting hypotheses
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