Neuronal avalanches imply maximum dynamic range in cortical networks at criticality
Woodrow L. Shew, Hongdian Yang, Thomas Petermann, Rajarshi Roy,, Dietmar Plenz

TL;DR
This study demonstrates that cortical networks exhibiting neuronal avalanches at criticality maximize their dynamic range, enhancing input processing capabilities, and links spontaneous activity to optimal network tuning.
Contribution
The paper provides experimental evidence that neuronal avalanches at criticality optimize cortical networks for input processing by maximizing dynamic range.
Findings
Neuronal avalanches occur at the critical state in cortical networks.
Balanced excitation and inhibition establish the critical state.
Maximized dynamic range correlates with neuronal avalanches at criticality.
Abstract
Spontaneous neuronal activity is a ubiquitous feature of cortex. Its spatiotemporal organization reflects past input and modulates future network output. Here we study whether a particular type of spontaneous activity is generated by a network that is optimized for input processing. Neuronal avalanches are a type of spontaneous activity observed in superficial cortical layers in vitro and in vivo with statistical properties expected from a network in a 'critical state'. Theory predicts that the critical state and, therefore, neuronal avalanches are optimal for input processing, but until now, this is untested in experiments. Here, we use cortex slice cultures grown on planar microelectrode arrays to demonstrate that cortical networks which generate neuronal avalanches benefit from maximized dynamic range, i.e. the ability to respond to the greatest range of stimuli. By changing the…
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.
Taxonomy
TopicsNeural dynamics and brain function · stochastic dynamics and bifurcation · Functional Brain Connectivity Studies
