The Chronotron: A Neuron That Learns to Fire Temporally Precise Spike Patterns

@inproceedings{Florian2012TheCA,
  title={The Chronotron: A Neuron That Learns to Fire Temporally Precise Spike Patterns},
  author={Razvan V. Florian},
  booktitle={PloS one},
  year={2012}
}
In many cases, neurons process information carried by the precise timings of spikes. Here we show how neurons can learn to generate specific temporally precise output spikes in response to input patterns of spikes having precise timings, thus processing and memorizing information that is entirely temporally coded, both as input and as output. We introduce two new supervised learning rules for spiking neurons with temporal coding of information (chronotrons), one that provides high memory… CONTINUE READING
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