A spatial code for temporal cues is necessary for sensory learning - Inria - Institut national de recherche en sciences et technologies du numérique
Pré-Publication, Document De Travail Année : 2022

A spatial code for temporal cues is necessary for sensory learning

Sophie Bagur
Jacques Bourg
Sebastian Ceballo
Joanna Schwenkgrub
Antonin Verdier
Jean Luc Puel
Jérôme Bourien
Brice Bathellier

Résumé

The temporal structure of sensory inputs contains essential information for their interpretation by the brain 1-9. Sensory systems represent these temporal cues through two codes: the temporal sequences of neuronal activity and the spatial patterns of neuronal firing rate 3,7,10-20. However, it is still unknown which of these two coexisting codes causally drives sensory decisions 3,10,20,21. To separate their contributions, we designed an optogenetic stimulation paradigm in the mouse auditory cortex to generate neuronal activity patterns differing exclusively along their temporal or spatial dimensions. Training mice to discriminate these patterns shows that they efficiently learn to discriminate spatial but not temporal patterns, indicating that spatial representations are necessary for sensory learning. In line with this result, we observed, based on large-scale neuronal recordings of the auditory system, that the auditory cortex is the first region in which spatial patterns efficiently represent temporal auditory cues varying over several hundred milliseconds. This feature is shared by the deep layers of neural networks trained to categorise time-varying sounds. Therefore, the emergence of a spatial code for temporal sensory cues is a necessary condition to associate temporally structured stimuli to decisions. We expect this constraint to be crucial for re-engineering perception by cortical stimulation.
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hal-04305098 , version 1 (24-11-2023)

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Sophie Bagur, Jacques Bourg, Alexandre Kempf, Thibault Tarpin, Khalil Bergaoui, et al.. A spatial code for temporal cues is necessary for sensory learning. 2023. ⟨hal-04305098⟩
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