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Learning long sequences in binary neural networks

X. Jiang, V. Gripon and C. Berrou, "Learning long sequences in binary neural networks," in Proceedings of Cognitive 2012, Nice, France, pp. 165--170, July 2012.

An original architecture of oriented sparse neural networks that enables the introduction of sequentiality in associative memories is proposed in this paper. This architecture can be regarded as a generalization of a recently proposed non oriented binary network based on cliques. Using a limited neuron resource, the network is able to learn very long sequences and to retrieve them only from the knowledge of some consecutive symbols.

Download manuscript.

  author = {Xiaoran Jiang and Vincent Gripon and
Claude Berrou},
  title = {Learning long sequences in binary neural
  booktitle = {Proceedings of Cognitive 2012},
  year = {2012},
  address = {Nice, France},
  pages = {165--170},
  month = {July},

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