Using Conceptors to Transfer Between Long-Term and Short-Term Memory - Inria - Institut national de recherche en sciences et technologies du numérique
Communication Dans Un Congrès Année : 2019

Using Conceptors to Transfer Between Long-Term and Short-Term Memory

Anthony Strock
  • Fonction : Auteur
Nicolas P. Rougier
Xavier Hinaut

Résumé

We introduce a model of working memory combining short-term and long-term components. For the long-term component, we used Concep-tors in order to store constant temporal patterns. For the short-term component , we used the Gated-Reservoir model: a reservoir trained to hold a triggered information from an input stream and maintain it in a readout unit. We combined both components in order to obtain a model in which information can go from long-term memory to short-term memory and vice-versa.
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Dates et versions

hal-02387559 , version 1 (29-11-2019)

Identifiants

Citer

Anthony Strock, Nicolas P. Rougier, Xavier Hinaut. Using Conceptors to Transfer Between Long-Term and Short-Term Memory. Artificial Neural Networks and Machine Learning (ICANN) 2019, Sep 2019, Munich, Germany. pp.19-23, ⟨10.1007/978-3-030-30493-5_2⟩. ⟨hal-02387559⟩
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