128 citations · 286 across the 12 of their papers we have counts for
14 papers
Exploring the role of structure in a time constrained decision task
Naomi Chaix-Eichel, Gautham Venugopal, Thomas Boraud +1
The structure of the basal ganglia is remarkably similar across a number of species (often described in terms of direct, indirect and hyperdirect pathways) and is deeply involved i…
From implicit learning to explicit representations
Naomi Chaix-Eichel, Snigdha Dagar, Quentin Lanneau +4
Using the reservoir computing framework, we demonstrate how a simple model can solve an alternation task without an explicit working memory. To do so, a simple bot equipped with se…
Randomized Self Organizing Map
Nicolas P. Rougier, Georgios Is. Detorakis
We propose a variation of the self organizing map algorithm by considering the random placement of neurons on a two-dimensional manifold, following a blue noise distribution from w…
On the design of text editors
Nicolas P. Rougier
Text editors are written by and for developers. They come with a large set of default and implicit choices in terms of layout, typography, colorization and interaction that hardly…
Transfer between long-term and short-term memory using Conceptors
Anthony Strock, Nicolas Rougier, Xavier Hinaut
We introduce a recurrent neural network model of working memory combining short-term and long-term components. e short-term component is modelled using a gated reservoir model that…
Knowledge extraction from the learning of sequences in a long short term memory (LSTM) architecture
Ikram Chraibi Kaadoud, Nicolas P. Rougier, Frédéric Alexandre
We introduce a general method to extract knowledge from a recurrent neural network (Long Short Term Memory) that has learnt to detect if a given input sequence is valid or not, acc…