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Towards the next generation of recurrent network models for cognitive neuroscience
GR Yang, M Molano-Mazón - Current opinion in neurobiology, 2021 - Elsevier
Recurrent neural networks (RNNs) trained with machine learning techniques on cognitive
tasks have become a widely accepted tool for neuroscientists. In this short opinion piece, we …
tasks have become a widely accepted tool for neuroscientists. In this short opinion piece, we …
Neural mechanisms underlying the temporal organization of naturalistic animal behavior
L Mazzucato - Elife, 2022 - elifesciences.org
Naturalistic animal behavior exhibits a strikingly complex organization in the temporal
domain, with variability arising from at least three sources: hierarchical, contextual, and …
domain, with variability arising from at least three sources: hierarchical, contextual, and …
Contextual inference underlies the learning of sensorimotor repertoires
Humans spend a lifetime learning, storing and refining a repertoire of motor memories. For
example, through experience, we become proficient at manipulating a large range of objects …
example, through experience, we become proficient at manipulating a large range of objects …
Thalamic control of cortical dynamics in a model of flexible motor sequencing
The neural mechanisms that generate an extensible library of motor motifs and flexibly string
them into arbitrary sequences are unclear. We developed a model in which inhibitory basal …
them into arbitrary sequences are unclear. We developed a model in which inhibitory basal …
Optimal anticipatory control as a theory of motor preparation: A thalamo-cortical circuit model
Across a range of motor and cognitive tasks, cortical activity can be accurately described by
low-dimensional dynamics unfolding from specific initial conditions on every trial. These" …
low-dimensional dynamics unfolding from specific initial conditions on every trial. These" …
De novo motor learning creates structure in neural activity space that shapes adaptation
Animals can quickly adapt learned movements in response to external perturbations. Motor
adaptation is likely influenced by an animal's existing movement repertoire, but the nature of …
adaptation is likely influenced by an animal's existing movement repertoire, but the nature of …