Learning Beyond Finite Memory in Recurrent Networks of Spiking Neurons

  title={Learning Beyond Finite Memory in Recurrent Networks of Spiking Neurons},
  author={Peter Ti{\~n}o and Ashley J. S. Mills},
  journal={Neural Computation},
We investigate possibilities of inducing temporal structures without fading memory in recurrent networks of spiking neurons strictly operating in the pulse-coding regime. We extend the existing gradient-based algorithm for training feedforward spiking neuron networks, SpikeProp (Bohte, Kok, & La Poutr, 2002), to recurrent network topologies, so that temporal dependencies in the input stream are taken into account. It is shown that temporal structures with unbounded input memory specified by… CONTINUE READING
Highly Cited
This paper has 76 citations. REVIEW CITATIONS

2 Figures & Tables



Citations per Year

76 Citations

Semantic Scholar estimates that this publication has 76 citations based on the available data.

See our FAQ for additional information.