Vincent Gripon's Homepage

Storing sparse messages in networks of neural cliques

An extension to a recently introduced binary neural network is proposed in order to allow the learning of sparse messages, in large numbers and with high memory efficiency. This new network is justified both in biological and informational terms. The learning and retrieval rules are detailed and illustrated by various simulation results.

@article{AliBerGriJia2014,
  author = {Behrooz Kamary Aliabadi and Claude Berrou
and Vincent Gripon and Xiaoran Jiang},
  title = {Storing sparse messages in networks of
neural cliques},
  journal = {IEEE Transactions on Neural Networks and
Learning Systems},
  year = {2014},
  volume = {25},
  pages = {980--989},
}