ML Anthology

Associative Memory with Dynamic Synapses

Lovorka Pantic, Joaquín J. Torres, Hilbert J. Kappen, Stan C. A. M. Gielen
NeCo 2002 pp. 2903-2923
doi:10.1162/089976602760805331 /neco/2002/pantic2002neco-associative/

Abstract

We have examined a role of dynamic synapses in the stochastic Hopfield-like network behavior. Our results demonstrate an appearance of a novel phase characterized by quick transitions from one memory state to another. The network is able to retrieve memorized patterns corresponding to classical ferromagnetic states but switches between memorized patterns with an intermittent type of behavior. This phenomenon might reflect the flexibility of real neural systems and their readiness to receive and respond to novel and changing external stimuli.

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Text

Pantic et al. "Associative Memory with Dynamic Synapses." Neural Computation, 2002. doi:10.1162/089976602760805331

Markdown

[Pantic et al. "Associative Memory with Dynamic Synapses." Neural Computation, 2002.](https://mlanthology.org/neco/2002/pantic2002neco-associative/) doi:10.1162/089976602760805331

BibTeX

@article{pantic2002neco-associative,
  title     = {{Associative Memory with Dynamic Synapses}},
  author    = {Pantic, Lovorka and Torres, Joaquín J. and Kappen, Hilbert J. and Gielen, Stan C. A. M.},
  journal   = {Neural Computation},
  year      = {2002},
  pages     = {2903-2923},
  doi       = {10.1162/089976602760805331},
  volume    = {14},
  url       = {https://mlanthology.org/neco/2002/pantic2002neco-associative/}
}