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

Anthony Strock 1 Nicolas Rougier 1 Xavier Hinaut 1
1 Mnemosyne - Mnemonic Synergy
LaBRI - Laboratoire Bordelais de Recherche en Informatique, Inria Bordeaux - Sud-Ouest, IMN - Institut des Maladies Neurodégénératives [Bordeaux]
Abstract : 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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Anthony Strock, Nicolas Rougier, Xavier Hinaut. Using Conceptors to Transfer Between Long-Term and Short-Term Memory. Artificial Neural Networks and Machine Learning —ICANN 2019: Workshop and Special Sessions, Springer, pp.19-23, 2019, ⟨10.1007/978-3-030-30493-5_2⟩. ⟨hal-02387559⟩

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