Information processing occurs via critical avalanches in a model of the primary visual cortex
G. S. Bortolotto, M. Girardi-Schappo, J. J. Gonsalves, L. T. Pinto, M., H. R. Tragtenberg

TL;DR
This study introduces a biologically inspired model of the macaque primary visual cortex that exhibits critical avalanches following visual stimuli, with properties aligning with experimental observations.
Contribution
The paper presents a novel model demonstrating power-law avalanches in the visual cortex, linking network structure and synaptic parameters to critical dynamics.
Findings
Avalanche profiles depend on excitatory postsynaptic potential levels.
Avalanches follow a size-duration scaling relation.
Critical exponents match experimental data.
Abstract
We study a new biologically motivated model for the Macaque monkey primary visual cortex which presents power-law avalanches after a visual stimulus. The signal propagates through all the layers of the model via avalanches that depend on network structure and synaptic parameter. We identify four different avalanche profiles as a function of the excitatory postsynaptic potential. The avalanches follow a size-duration scaling relation and present critical exponents that match experiments. The structure of the network gives rise to a regime of two characteristic spatial scales, one of which vanishes in the thermodynamic limit.
Peer Reviews
No public reviews on file for this paper yet. If you reviewed it on a platform where reviews are public (OpenReview, ICLR, NeurIPS, ICML), you can paste yours below so the community can read it here.
Videos
No videos yet. Explain this paper in a talk, walkthrough, or lecture? Add one.
