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A Comparative Study of Sparse Associative Memories

V. Gripon, J. Heusel, M. Löwe and F. Vermet, "A Comparative Study of Sparse Associative Memories," in Journal of Statistical Physics, Volume 164, pp. 105--129, 2016.

We study various models of associative memories with sparse information, i.e. a pattern to be stored is a random string of 0s and 1s with about logN 1s, only. We compare different synaptic weights, architectures and retrieval mechanisms to shed light on the influence of the various parameters on the storage capacity.

Download manuscript.

  author = {Vincent Gripon and Judith Heusel and
Matthias Löwe and Franck Vermet},
  title = {A Comparative Study of Sparse Associative
  journal = {Journal of Statistical Physics},
  year = {2016},
  volume = {164},
  pages = {105--129},

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