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Ubiquity of collective irregular dynamics in balanced networks of spiking neurons

View ORCID ProfileEkkehard Ullner, Antonio Politi, Alessandro Torcini
doi: https://doi.org/10.1101/389452
Ekkehard Ullner
University of Aberdeen;
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  • For correspondence: e.ullner@abdn.ac.uk
Antonio Politi
University of Aberdeen;
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Alessandro Torcini
Universite de Cergy-Pontoise
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Abstract

We revisit the dynamics of a prototypical model of balanced activity in networks of spiking neurons. A detailed investigation of the thermodynamic limit for fixed density of connections (massive coupling) shows that, when inhibition prevails, the asymptotic regime is not asynchronous but rather characterized by a self-sustained irregular, macroscopic (collective) dynamics. So long as the connectivity is massive, this regime is found in many different setups: leaky as well as quadratic integrate-and-fire neurons; large and small coupling strength; weak and strong external currents.

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Posted August 10, 2018.
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Ubiquity of collective irregular dynamics in balanced networks of spiking neurons
Ekkehard Ullner, Antonio Politi, Alessandro Torcini
bioRxiv 389452; doi: https://doi.org/10.1101/389452
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Ubiquity of collective irregular dynamics in balanced networks of spiking neurons
Ekkehard Ullner, Antonio Politi, Alessandro Torcini
bioRxiv 389452; doi: https://doi.org/10.1101/389452

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